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\section*{Introduction} The singularities in General Relativity can be avoided only if the stress-energy tensor in the right hand side of Einstein's equation satisfies some particular conditions. One way to avoid them was proposed by the authors of \cite{corda2010removingBHsingularities}, who have shown that the singularities can be removed by constructing the stress-energy tensor with non-linear electrodynamics. On the other hand, Einstein's equation leads to singularities in general conditions \cite{Pen65,Haw66i,Haw66ii,Haw67iii,HP70,HE95}, and there the time evolution breaks down. Is this a problem of the theory itself or of the way it is formulated? This paper proposes a version of Einstein's equation which is equivalent to the standard version at the points of spacetime where the metric is non-singular. But unlike Einstein's equation, in many cases it can be extended at and beyond the singular points. Let $(M,g)$ be a Riemannian or a {semi{-\penalty0\hskip0pt\relax}Riemannian} manifold of dimension $n$. It is useful to recall the definition of the \textit{Kulkarni-Nomizu product} of two symmetric bilinear forms $h$ and $k$, \begin{equation} \label{eq_kulkarni_nomizu} (h\circ k)_{abcd} := h_{ac}k_{bd} - h_{ad}k_{bc} + h_{bd}k_{ac} - h_{bc}k_{ad}. \end{equation} The Riemann curvature tensor can be decomposed algebraically as \begin{equation} \label{eq_ricci_decomposition} R_{abcd} = S_{abcd} + E_{abcd} + C_{abcd}. \end{equation} where \begin{equation} \label{eq_ricci_part_S} S_{abcd} = \dsfrac{1}{2n(n-1)}R(g\circ g)_{abcd} \end{equation} is the scalar part of the Riemann curvature and \begin{equation} \label{eq_ricci_part_E} E_{abcd} = \dsfrac{1}{n-2}(S \circ g)_{abcd} \end{equation} is the \textit{semi-traceless part} of the Riemann curvature. Here \begin{equation} \label{eq_ricci_traceless} S_{ab} := R_{ab} - \dsfrac{1}{n}Rg_{ab} \end{equation} is the traceless part of the Ricci curvature. The \textit{Weyl curvature tensor} is defined as the \textit{traceless part} of the Riemann curvature \begin{equation} \label{eq_weyl_curvature} C_{abcd} = R_{abcd} - S_{abcd} - E_{abcd}. \end{equation} The Einstein equation is \begin{equation} \label{eq_einstein} G_{ab} + \Lambda g_{ab} = \kappa T_{ab}, \end{equation} where $T_{ab}$ is the stress-energy tensor of the matter, the constant $\kappa$ is defined as $\kappa:=\dsfrac{8\pi \mc G}{c^4}$, where $\mc G$ and $c$ are the gravitational constant and the speed of light, and $\Lambda$ is the \textit{cosmological constant}. The term \begin{equation} \label{eq_einstein_tensor} G_{ab}:=R_{ab}-\frac 1 2 R g_{ab} \end{equation} is the Einstein tensor, constructed from the \textit{Ricci curvature} $R_{ab} := g^{st}R_{asbt}$ and the \textit{scalar curvature} $R := g^{st}R_{st}$. As it is understood, the Einstein equation establishes the connection between curvature and stress-energy. The curvature contributes to the equation in the form of the Ricci tensor $R_{ab}$ and the scalar curvature. In the proposed equation, the curvature contributes in the form of the semi-traceless and scalar parts of the Riemann tensor, $E_{abcd}$ \eqref{eq_ricci_part_E} and $S_{abcd}$ \eqref{eq_ricci_part_S}, which are tensors of the same order and have the same symmetries as $R_{abcd}$. The Ricci tensor $R_{ab}$ is obtained by contracting the tensor $E_{abcd}+S_{abcd}$, and has the same information (if the metric is {non{-\penalty0\hskip0pt\relax}degenerate}). One can move from the fourth-order tensors $E_{abcd}+S_{abcd}$ to $R_{ab}$ by contraction, and one can move back to them by taking the Kulkarni-Nomizu product \eqref{eq_kulkarni_nomizu}, but they are equivalent. Yet, if the metric $g_{ab}$ is degenerate, then $g^{ab}$ and the contraction $R_{ab}=g^{st}(E_{asbt}+S_{asbt})$ become divergent, even if $g_{ab}$, $E_{abcd}$, and $S_{abcd}$ are smooth. This suggests the possibility that $E_{abcd}$ and $S_{abcd}$ are more fundamental that the Ricci and scalar curvatures. This suggestion is in agreement with the following observation. In the case of \textit{electrovac} solutions, where $F_{ab}$ is the electromagnetic tensor, \begin{equation} \label{eq_stress_energy_maxwell} T_{ab}=\frac{1}{4\pi}\(\frac 1 4 g_{ab} F_{st}F^{st} - F_{as} F_b{}^s\)=-\frac{1}{8\pi}\(F_{ac}F_b{}^c + {}^\ast F_{ac} {}^\ast F_b{}^c\), \end{equation} where ${}^\ast$ is the Hodge duality operation. It can be obtained by contracting the semi-traceless part of the Riemann tensor \begin{equation} \label{eq_stress_energy_maxwell_expanded} E_{abcd}=-\frac{\kappa}{8\pi}\(F_{ab}F_{cd} + {}^\ast F_{ab} {}^\ast F_{cd}\). \end{equation} Therefore it is natural to at least consider an equation in terms of these fourth-order tensors, rather than the Ricci and scalar curvatures. The main advantage of this method is that there are singularities in which the new formulation of the Einstein equation is not singular (although the original Einstein equation exhibits singularities, obtained when contracting with the singular tensor $g^{ab}$). The expanded Einstein equation is written in terms of the smooth geometric objects $E_{abcd}$ and $S_{abcd}$. Because of this the solutions can be extended at singularities where the original Einstein equation diverges. This doesn't mean that the singularities are removed; for example the Kretschmann scalar $R_{abcd}R^{abcd}$ is still divergent at some of these singularities. But this is not a problem, since the Kretschmann scalar is not part of the evolution equation. It is normally used as an indicator that there is a singularity, for example to prove that the {Schwarzschild} singularity at $r=0$ cannot be removed by coordinate changes, as the event horizon singularity can. While a singularity of the Kretschmann scalar indicates the presence of a singularity of the curvature, it doesn't have implications on whether the singularity can be resolved or not. In the proposed equation we use $R_{abcd}$ which is smooth at the studied singularities, and we don't use $R^{abcd}$ which is singular and causes the singularity of the Kretschmann scalar. A second reason to consider the expanded version of the Einstein equation and the {quasi{-\penalty0\hskip0pt\relax}regular} singularities at which it is smooth is that at these singularities the Weyl curvature tensor vanishes. The implications of this feature will be explored in \cite{Sto12c}. It will be seen that there are some important examples of singularities which turn out to be {quasi{-\penalty0\hskip0pt\relax}regular}. While singularities still exist, our approach provides a description in terms of smooth geometric objects which remain finite at singularities. By this we hope to improve our understanding of singularities and to distinguish those to which our resolution applies. The \textit{expanded Einstein equations} and the {quasi{-\penalty0\hskip0pt\relax}regular} spacetimes on which they hold are introduced in section \sref{s_einstein_exp_qreg}. They are obtained by taking the Kulkarni-Nomizu product between Einstein's equation and the metric tensor. In a {quasi{-\penalty0\hskip0pt\relax}regular} spacetime the metric tensor becomes degenerate at singularities in a way which cancels them and makes the equations smooth. The situations when the new version of Einstein's equation extends at singularities include isotropic singularities (section \sref{s_qreg_examples_isotropic}) and a class of warped product singularities (section \sref{s_qreg_examples_warped}). It also contains the {Schwarzschild} singularity (section \sref{s_qreg_examples_schw}) and the {FLRW} Big Bang singularity (section \sref{s_qreg_examples_flrw}). \section{Expanded Einstein equation and {quasi{-\penalty0\hskip0pt\relax}regular} spacetimes} \label{s_einstein_exp_qreg} \subsection{The expanded Einstein equation} \label{s_einstein_exp} An equation which is equivalent to Einstein's equation whenever the metric tensor $g_{ab}$ is {non{-\penalty0\hskip0pt\relax}degenerate}, but is valid also in a class of situations when $g_{ab}$ becomes degenerate and Einstein's tensor is not defined will be discussed in this section. Later it will be shown that the proposed version of Einstein's equation remains smooth in various important situations such as the FLRW Big-Bang singularity, isotropic singularities, and at the singularity of the {Schwarzschild} black hole. We introduce the \textit{expanded Einstein equation} \begin{equation} \label{eq_einstein_expanded} (G\circ g)_{abcd} + \Lambda (g\circ g)_{abcd} = \kappa (T\circ g)_{abcd}. \end{equation} If the metric is {non{-\penalty0\hskip0pt\relax}degenerate} then the Einstein equation and its expanded version are equivalent. This can be seen by contracting the expanded Einstein equation, for instance in the indices $b$ and $d$. From \eqref{eq_kulkarni_nomizu} the contraction in $b$ and $d$ of a Kulkarni-Nomizu product $(h\circ g)_{abcd}$ is \begin{equation} \hat h_{ac}:=(h\circ g)_{asct}g^{st} = h_{ac}g^s_s - h_{at}\delta^t_c + h^s_sg_{ac} - h_{sc}\delta^s_a = 2h_{ac} + h^s_sg_{ac}. \end{equation} From $\hat h_{ac}$ the original tensor $h_{ac}$ can be obtained again by \begin{equation} \label{eq_expanded_to_standard} h_{ac}=\frac 1 2 \hat h_{ac} - \frac 1{12}\hat h{}^s_s g_{ac}. \end{equation} By this procedure the terms $G_{ab}$, $T_{ab}$, and $\Lambda g_{ab}$ can be recovered from the equation \eqref{eq_einstein_expanded}, thus obtaining the Einstein equation \eqref{eq_einstein} . Hence, the Einstein equation and its expanded version are equivalent for a {non{-\penalty0\hskip0pt\relax}degenerate} metric. If the metric becomes degenerate its inverse becomes singular, and in general the Riemann, Ricci, and scalar curvatures, and consequently the Einstein tensor $G_{ab}$, diverge. For certain cases the metric term from the Kulkarni-Nomizu product $G\circ g$ tends to $0$ fast enough to cancel the divergence of the Einstein tensor. The {quasi{-\penalty0\hskip0pt\relax}regular} singularities satisfy the condition that the divergence of $G$ is compensated by the degeneracy of the metric, so that $G\circ g$ is smooth. This cancellation allows us to weaken the condition that the metric tensor is {non{-\penalty0\hskip0pt\relax}degenerate}, to some cases when it can be degenerate. It will be seen that these cases include some important singularities. \subsection{A more explicit form of the expanded Einstein equation} \label{s_einstein_exp_explicit} To give a more explicit form of the expanded Einstein equation, the \textit{Ricci decomposition} of the Riemann curvature tensor is used (see \textit{e.g.} \cite{ST69,BESS87,GHLF04}). By using the equations \eqref{eq_einstein_tensor} and \eqref{eq_ricci_traceless} in dimension $n=4$, the Einstein tensor in terms of the traceless part of the Ricci tensor and the scalar curvature can be written: \begin{equation} G_{ab} = S_{ab} - \dsfrac{1}{4}R g_{ab}. \end{equation} This equation can be used to calculate the \textit{expanded Einstein tensor}: \begin{equation} \label{eq_einstein_tensor_expanded} \begin{array}{lrl} G_{abcd} &:=& (G\circ g)_{abcd} \\ &=& (S \circ g)_{abcd} - \dsfrac{1}{4}R (g\circ g)_{abcd}\\ &=& 2 E_{abcd} - 6 S_{abcd}. \end{array} \end{equation} The expanded Einstein equation now takes the form \begin{equation} \label{eq_einstein_expanded_explicit} 2 E_{abcd} - 6 S_{abcd} + \Lambda (g\circ g)_{abcd} = \kappa (T\circ g)_{abcd}. \end{equation} \subsection{Quasi-regular spacetimes} \label{s_qreg_spacetimes} We are interested in singular spacetimes on which the expanded Einstein equation \eqref{eq_einstein_expanded} can be written and is smooth. From \eqref{eq_einstein_expanded_explicit} it can be seen that this requires the smoothness of the tensors $E_{abcd}$ and $S_{abcd}$. In addition we are interested to have the nice properties of the {semi{-\penalty0\hskip0pt\relax}regular} spacetimes. As showed in \cite{Sto11a}, the {semi{-\penalty0\hskip0pt\relax}regular} manifolds are a class of singular {semi{-\penalty0\hskip0pt\relax}Riemannian} manifolds which are nice for several reasons, one of them being that the Riemann tensor $R_{abcd}$ is smooth. First, a contraction between covariant indices is needed. This is in general prohibited by the fact that when the metric tensor $g_{ab}$ becomes degenerate it doesn't admit a reciprocal $g^{ab}$. Although the metric $g_{ab}$ can't induce an invariant inner product on the cotangent space $T_p^*M$, it induces one on its subspace $\flat(T_pM)$, where $\flat:T_pM\to T_p^*M$ is the vector space morphism defined by $X^\flat(Y):=\metric{X,Y}$, for any $X,Y\in T_pM$. Equivalently, $\flat(T_pM)$ is the space of $1$-forms $\omega$ on $T_pM$ so that $\omega|_{\ker\flat}=0$. The morphism $\flat$ is isomorphism if and only if $g$ is {non{-\penalty0\hskip0pt\relax}degenerate}; in this case its inverse is denoted by $\sharp$. The inner product on $\flat(T_pM)$ is then defined by ${g}_{\bullet}(X^\flat,Y^\flat):=\metric{X,Y}$ and it is invariant. This allows us to define a contraction between covariant slots of a tensor $T$, which vanishes when vectors from $\ker\flat$ are plugged in those slots. This will turn out to be enough for our needs. We denote the contractions between covariant indices of a tensor $T$ by $T(\omega_1,\ldots,\omega_r,v_1,\ldots,{{}_\bullet},\ldots,{{}_\bullet},\ldots,v_s)$. A degenerate metric also prohibits in general the construction of a Levi-Civita connection. For vector fields we use instead of $\nabla_XY$, the \textit{Koszul form}, defined as: \begin{equation*} \mc K:\fivect M^3\to\mathbb{R}, \end{equation*} \begin{equation} \label{eq_Koszul_form} \mc K(X,Y,Z) :=\displaystyle{\frac 1 2} \{ X \metric{Y,Z} + Y \metric{Z,X} - Z \metric{X,Y} - \metric{X,[Y,Z]} + \metric{Y, [Z,X]} + \metric{Z, [X,Y]}\} \end{equation} which defines the Levi-Civita connection by $\nabla_XY=\mc K(X,Y,\_)^\sharp$ for a {non{-\penalty0\hskip0pt\relax}degenerate} metric, but not when the metric becomes degenerate. We define now {semi{-\penalty0\hskip0pt\relax}regular} manifolds, on which we can define covariant derivatives for a large class of differential forms and tensors. We can also define a generalization of the Riemann curvature $R_{abcd}$, which turns out to be smooth and non-singular. \begin{definition} \label{def_semi_regular} A singular {semi{-\penalty0\hskip0pt\relax}Riemannian} manifold satisfying the condition that $\mc K(X,Y,\_)\in\flat(T_pM)$, and that the contraction $\mc K(X,Y,{{}_\bullet})\mc K(Z,T,{{}_\bullet})$ is smooth for any local vector fields $X,Y,Z,T$, is named \textit{{semi{-\penalty0\hskip0pt\relax}regular} manifold}, and its metric is called \textit{{semi{-\penalty0\hskip0pt\relax}regular} metric}. A $4$-dimensional {semi{-\penalty0\hskip0pt\relax}regular} manifold with metric having the signature at each point $(r,s,t)$, $s\leq 3$, $t\leq 1$, but which is {non{-\penalty0\hskip0pt\relax}degenerate} on a dense subset, is called \textit{{semi{-\penalty0\hskip0pt\relax}regular} spacetime} \cite{Sto11a}. \end{definition} In \cite{Sto11a} we defined the Riemann curvature $R_{abcd}$ for {semi{-\penalty0\hskip0pt\relax}regular} metrics, even for {non{-\penalty0\hskip0pt\relax}degenerate} metrics, in a way which avoids the undefined $\nabla_XY$, but relies on the defined and smooth $\mc K(X,Y,Z)$, by \begin{equation} \label{eq_riemann_curvature_tensor_coord} R_{abcd}= \partial_a \Gamma_{bcd} - \partial_b \Gamma_{acd} + \Gamma_{ac{{}_\bullet}}\Gamma_{bd{{}_\bullet}} - \Gamma_{bc{{}_\bullet}}\Gamma_{ad{{}_\bullet}}, \end{equation} where $\Gamma_{abc}=\mc K(\partial_a,\partial_b,\partial_c)$ are the Christoffel's symbols of the first kind. From Definition \ref{def_semi_regular}, $R_{abcd}$ is smooth. More details on the {semi{-\penalty0\hskip0pt\relax}regular} manifolds can be found in \cite{Sto11a,Sto11b,Sto12e}. In a {semi{-\penalty0\hskip0pt\relax}regular} spacetime, since $R_{abcd}$ is smooth, the densitized Einstein tensor $G_{ab}\det g$ is smooth \cite{Sto11a}, and a densitized version of the Einstein equation can be written, which is equivalent to the usual version when the metric is {non{-\penalty0\hskip0pt\relax}degenerate}: \begin{equation} \label{eq_einstein_idx:densitized} G_{ab}\sqrt{-g}^W + \Lambda g_{ab}\sqrt{-g}^W = \kappa T_{ab}\sqrt{-g}^W, \end{equation} where it is enough to take the weight $W\leq 2$. Although the {semi{-\penalty0\hskip0pt\relax}regular} approach is more general, here is explored the {quasi{-\penalty0\hskip0pt\relax}regular} one, which is more strict. Consequently, these results are stronger. \begin{definition} \label{def_quasi_regular} We say that a {semi{-\penalty0\hskip0pt\relax}regular} manifold $(M,g_{ab})$ is \textit{{quasi{-\penalty0\hskip0pt\relax}regular}}, and that $g_{ab}$ is a \textit{{quasi{-\penalty0\hskip0pt\relax}regular} metric}, if: \begin{enumerate} \item $g_{ab}$ is {non{-\penalty0\hskip0pt\relax}degenerate} on a subset dense in $M$ \item the tensors $S_{abcd}$ and $E_{abcd}$ defined at the points where the metric is {non{-\penalty0\hskip0pt\relax}degenerate} extend smoothly to the entire manifold $M$. \end{enumerate} If the {quasi{-\penalty0\hskip0pt\relax}regular} manifold $M$ is a {semi{-\penalty0\hskip0pt\relax}regular} spacetime, we call it \textit{{quasi{-\penalty0\hskip0pt\relax}regular} spacetime}. Singularities of {quasi{-\penalty0\hskip0pt\relax}regular} manifolds are called {quasi{-\penalty0\hskip0pt\relax}regular}. \end{definition} It can be seen that on an {quasi{-\penalty0\hskip0pt\relax}regular} spacetime the expanded Einstein tensor can be extended at the points where the metric is degenerate, and the extension is smooth. This is in fact the motivation of Definition \ref{def_quasi_regular}. \section{Examples of {quasi{-\penalty0\hskip0pt\relax}regular} spacetimes} \label{s_qreg_examples} The {quasi{-\penalty0\hskip0pt\relax}regular} spacetimes are more general than the regular ones (those with {non{-\penalty0\hskip0pt\relax}degenerate} metric), containing them as a particular case. The question is, are they general enough to cover the singularities which plagued General Relativity? In the following it will be seen that at least for some relevant cases the answer is positive. It will be seen that the class of {quasi{-\penalty0\hskip0pt\relax}regular} singularities contain isotropic singularities \sref{s_qreg_examples_isotropic}, singularities obtained as warped products \sref{s_qreg_examples_warped} (including the {Friedmann-Lema\^itre-Robertson-Walker} spacetime \sref{s_qreg_examples_flrw}), and even the {Schwarzschild} singularity \sref{s_qreg_examples_schw}. The existence of these examples which are extensively researched justifies the study of the more general {quasi{-\penalty0\hskip0pt\relax}regular} singularities and of the extended Einstein equations. \subsection{Isotropic singularities} \label{s_qreg_examples_isotropic} \textit{Isotropic singularities} occur in conformal rescalings of {non{-\penalty0\hskip0pt\relax}degenerate} metrics, when the scaling function cancels. They were extensively studied by Tod \cite{Tod87,Tod90,Tod91,Tod92,Tod02,Tod03}, Claudel \& Newman \cite{CN98}, Anguige \& Tod \cite{AT99i,AT99ii}, in connection with cosmological models. The following theorem shows that the isotropic singularities are {quasi{-\penalty0\hskip0pt\relax}regular}. \begin{theorem}[Isotropic singularities] \label{thm_quasireg_example_conformal} Let $(M,g_{ab})$ be a regular spacetime (we assume therefore that the metric $g_{ab}$ is {non{-\penalty0\hskip0pt\relax}degenerate}). Then, if $\Omega:M\to\mathbb{R}$ is a smooth function which is non-zero on a dense subset of $M$, the spacetime $(M,\widetilde g_{ab} :=\Omega^2 g_{ab})$ is {quasi{-\penalty0\hskip0pt\relax}regular}. \end{theorem} \begin{proof} From \cite{Sto11a} is known that $(M,\widetilde g_{ab})$ is {semi{-\penalty0\hskip0pt\relax}regular}. The Ricci and the scalar curvatures take the following forms (\cite{HE95}, p. 42.): \begin{equation} \label{eq_conformal_ricci_curv_ud} \widetilde R^a{}_b = \Omega^{-2}R^a{}_b + 2\Omega^{-1}(\Omega^{-1})_{;bs}g^{as}-\dsfrac 1 2\Omega^{-4}(\Omega^2)_{;st}g^{st}\delta^a{}_b \end{equation} \begin{equation} \label{eq_conformal_scalar_curv} \widetilde R=\Omega^{-2}R-6\Omega^{-3}\Omega_{;st}g^{st} \end{equation} where the covariant derivatives correspond to the metric $g$. From equation \eqref{eq_conformal_ricci_curv_ud} follows that \begin{equation} \widetilde R_{ab}=\Omega^2 g_{as} \widetilde R^s{}_b=R_{ab} + 2\Omega(\Omega^{-1})_{;ab}-\dsfrac 1 2\Omega^{-2}(\Omega^2)_{;st}g^{st}g_{ab}, \end{equation} which tends to infinity when $\Omega\to 0$. But we are interested to prove the smoothness of the Kulkarni-Nomizu product $\widetilde\textnormal{Ric}\circ \widetilde g$. We notice that the term $\widetilde g$ contributes with a factor $\Omega^2$, and it is enough to prove the smoothness of \begin{equation} \Omega^2\widetilde R_{ab}=\Omega^2 R_{ab} + 2\Omega^3(\Omega^{-1})_{;ab}-\dsfrac 1 2(\Omega^2)_{;st}g^{st}g_{ab}, \end{equation} which follows from \begin{equation} \begin{array}{lll} \Omega^3(\Omega^{-1})_{;ab} &=& \Omega^3\((\Omega^{-1})_{;a}\)_{;b} = \Omega^3\(-\Omega^{-2}\Omega_{;a}\)_{;b} \\ &=& \Omega^3\(2\Omega^{-3}\Omega_{;b}\Omega_{;a} - \Omega^{-2}\Omega_{;ab}\) \\ &=& 2\Omega_{;a}\Omega_{;b} - \Omega\Omega_{;ab} \\ \end{array} \end{equation} Hence, the tensor $\widetilde\textnormal{Ric}\circ \widetilde g$ is smooth. The fact that $\widetilde R \widetilde g\circ \widetilde g$ is smooth follows from the observation that $\widetilde g\circ \widetilde g$ contributes with $\Omega^4$, and the least power in which $\Omega$ appears in the expression \eqref{eq_conformal_scalar_curv} of $\widetilde R$ is $-3$. From the above follows that $\widetilde E_{abcd}$ and $\widetilde S_{abcd}$ are smooth. Hence the spacetime $(M,\widetilde g_{ab})$ is {quasi{-\penalty0\hskip0pt\relax}regular}. \end{proof} \subsection{{Quasi{-\penalty0\hskip0pt\relax}regular} warped products} \label{s_qreg_examples_warped} Another example useful in cosmology is the following, which is a generalization of the warped products. Warped products are extensively researched, since they allow the construction of {semi{-\penalty0\hskip0pt\relax}Riemannian} spacetimes, having applications to GR. But when the warping function becomes $0$, singularities occur (see \textit{e.g.} \citep{ONe83}{ 204}). Fortunately, in the cases of interest for General Relativity, these singularities are {quasi{-\penalty0\hskip0pt\relax}regular}. We will allow the warped function $f$ to become $0$ (generalizing the standard definition \cite{ONe83}, where it is not allowed to vanish because it leads to degenerate metrics), and prove that what the resulting singularities are {quasi{-\penalty0\hskip0pt\relax}regular}. \begin{definition} \label{def_wp} Let $(B,\textnormal{d} s_B^2)$ and $(F,\textnormal{d} s_F^2)$ be two {semi{-\penalty0\hskip0pt\relax}Riemannian} manifolds, and $f: B\to\mathbb{R}$ a smooth function on $B$. The \textit{degenerate warped product} of $B$ and $F$ with \textit{warping function} $f$ is the manifold $B\times_f F:=\(B\times F,\textnormal{d} s_{B\times F}^2\)$, with the metric \begin{equation} \textnormal{d} s_{B\times F}^2 = \textnormal{d} s_B^2 + f^2\textnormal{d} s_F^2 \end{equation} \end{definition} \begin{theorem}[{Quasi{-\penalty0\hskip0pt\relax}regular} warped product] \label{thm_quasireg_example_wp} A degenerate warped product $B\times_f F$ with $\dim B=1$ is {quasi{-\penalty0\hskip0pt\relax}regular}. \end{theorem} \begin{proof} From \cite{Sto11b}, $B\times_f F$ is {semi{-\penalty0\hskip0pt\relax}regular}. Let's denote by $g_B$, $g_F$ and $g$ the metrics on $B$, $F$ and $B\times_f F$. It is known (\cite{ONe83}, p. 211) that for horizontal vector fields $X,Y\in\fivectlift{B \times F,B}$ and vertical vector fields $V,W\in\fivectlift{B \times F,F}$, \begin{enumerate} \item $\tn{Ric}(X,Y) = \tn{Ric}_B(X,Y) + \dsfrac{\dim F}{f}H^f(X,Y)$ \item $\tn{Ric}(X,V) = 0$ \item $\tn{Ric}(V,W) = \tn{Ric}_F(V,W) + \(f\Delta f + (\dim F-1)g_B(\textnormal{grad } f,\textnormal{grad } f)\)g_F(V,W)$ \end{enumerate} where $\Delta f$ is the Laplacian, $H^f$ the Hessian, and $\textnormal{grad } f$ the gradient. It follows that $\tn{Ric}(X,V)$ and $\tn{Ric}(V,W)$ are smooth, but $\tn{Ric}(X,Y)$ in general is not, because of the term containing $f^{-1}$. But since $\dim B=1$, the only terms in the Kulkarni-Nomizu product $\textnormal{Ric}\circ g$ containing $\textnormal{Ric}(X,Y)$ are of the form \begin{equation*} \textnormal{Ric}(X,Y)g(V,W)=f^2\textnormal{Ric}(X,Y)g_F(V,W). \end{equation*} Hence, $\textnormal{Ric}\circ g$ is smooth. From the expression of the scalar curvature \begin{equation} \label{eq_scalar_curv_wp} R = R_B + \frac {R_F}{f^2} + 2\dim F\dsfrac{\Delta f}{f} + \dim F(\dim F - 1)\dsfrac{g_B(\textnormal{grad } f,\textnormal{grad } f)}{f^2} \end{equation} can be concluded that $S_{abcd}$ is smooth too, because $g\circ g$ contains at least one factor of $f^2$. Hence, $B\times_f F$ is {quasi{-\penalty0\hskip0pt\relax}regular}. \end{proof} The following example important in cosmology is a direct application of this result. \begin{proposition}[{Semi{-\penalty0\hskip0pt\relax}regular} manifold which is not {quasi{-\penalty0\hskip0pt\relax}regular}] Let $B=\mathbb{R}^k$, $k>1$, be an Euclidean space, with the canonical metric $g_B$, and $f:B\to\mathbb{R}$ a linear function $f\neq 0$. Let $F=\mathbb{R}^l$, $l>1$, with the canonical metric $g_F$. Then the degenerate warped product $B\times_f F$ is {semi{-\penalty0\hskip0pt\relax}regular}, but it isn't {quasi{-\penalty0\hskip0pt\relax}regular}. \end{proposition} \begin{proof} Because $f$ is linear but not constant, $\textnormal{grad } f\neq 0$ is constant, and $\Delta f=0$. The scalar curvature \eqref{eq_scalar_curv_wp} becomes $R=l(l - 1)\dsfrac{g_B(\textnormal{grad } f,\textnormal{grad } f)}{f^2}$, which is singular at $0$. Because $k>1$, $g_B\circ g_B$ doesn't vanish, hence it doesn't cancel the denominator $f^2$ of $R$ in the term $R g_B\circ g_B$. Also, the term $R g_B\circ g_B$ is not canceled by other terms composing $S_{abcd}$, because they are all smooth, containing at least one $g_F$. Hence, $S_{abcd}$ is singular, and the degenerate warped product $B\times_f F$ isn't {quasi{-\penalty0\hskip0pt\relax}regular}. On the other hand, according to \cite{Sto11b}, because $B$ and $F$ are {non{-\penalty0\hskip0pt\relax}degenerate}, $B\times_f F$ is {semi{-\penalty0\hskip0pt\relax}regular}. \end{proof} \subsection{The {Friedmann-Lema\^itre-Robertson-Walker} spacetime} \label{s_qreg_examples_flrw} The {Friedmann-Lema\^itre-Robertson-Walker} ({FLRW}) spacetime is defined as the warped product $I\times_a \Sigma$, where \begin{enumerate} \item $I\subseteq \mathbb{R}$ is an interval representing the time, which is viewed as a {semi{-\penalty0\hskip0pt\relax}Riemannian} space with the negative definite metric $-c^2\textnormal{d} t^2$. \item $(\Sigma,\textnormal{d}\Sigma^2)$ is a three-dimensional Riemannian space, usually one of the homogeneous spaces $S^3$, $\mathbb{R}^3$, and $H^3$ (to model the homogeneity and isotropy conditions at large scale). Then the metric on $\Sigma$ is, in spherical coordinates $(r,\theta,\phi)$, \begin{equation} \label{eq_flrw_sigma_metric} \textnormal{d}\Sigma^2 = \dsfrac{\textnormal{d} r^2}{1-k r^2} + r^2\(\textnormal{d}\theta^2 + \sin^2\theta\textnormal{d}\phi^2\), \end{equation} where $k=1,0,-1$, for the $3$-sphere $S^3$, the Euclidean space $\mathbb{R}^3$, or hyperbolic space $H^3$ respectively. \item $a: I\to \mathbb{R}$ is a function of time. \end{enumerate} The {FLRW} metric is \begin{equation} \label{eq_flrw_metric} \textnormal{d} s^2 = -c^2\textnormal{d} t^2 + a^2(t)\textnormal{d}\Sigma^2. \end{equation} At any moment of time $t\in I$ the space is $\Sigma_t=(\Sigma,a^2(t)g_\Sigma)$. For a {FLRW} universe filled with a fluid with mass density $\rho(t)$ and pressure density $p(t)$, the stress-energy tensor is defined as \begin{equation} \label{eq_friedmann_stress_energy} T^{ab} = \(\rho + \dsfrac{p}{c^2}\)u^a u^b + p g^{ab}, \end{equation} where $g(u,u)=-c^2$. From Einstein's equation with the stress-energy tensor \eqref{eq_friedmann_stress_energy} follow the \textit{Friedmann equation} \begin{equation} \label{eq_friedmann_density} \rho = \kappa^{-1}\(3\dsfrac{\dot{a}^2 + kc^2}{c^2 a^2} - \Lambda \), \end{equation} which gives the mass density $\rho(t)$ in terms of $a(t)$, and the \textit{acceleration equation} \begin{equation} \label{eq_acceleration} \dsfrac{p}{c^2} = \dsfrac{2}{\kappa c^2}\(\dsfrac{\Lambda}{3}-\dsfrac{1}{c^2} \dsfrac{\ddot{a}}{a}\) - \dsfrac \rho 3, \end{equation} giving the pressure density $p(t)$. A question that may arise is what happens with the densities $\rho$ and $p$. Equations \eqref{eq_friedmann_density} and \eqref{eq_acceleration} show that $\rho$ and $p$ may diverge in most cases for $a\to 0$. As explained in \cite{Sto11h}, $\rho$ and $p$ are calculated considering orthonormal frames. If the frame is not necessarily orthonormal (because there is no orthonormal frame at the point where the metric is degenerate), then the volume element is not necessarily equal to $1$, and it has to be included in the equations. The scalars $\rho$ and $p$ are replaced by the differential $4$-forms which have the components $\rho\sqrt{-g}$ and $p\sqrt{-g}$. It can be seen by calculation that these forms are smooth. If the metric on the manifold $\Sigma$ is denoted by $g_{\Sigma}$, then the Friedmann equation \eqref{eq_friedmann_density} becomes \begin{equation} \label{eq_friedmann_density_tilde} \rho\sqrt{-g} = \dsfrac{3}{\kappa}a\(\dot a^2 + k\) \sqrt{g_{\Sigma}}, \end{equation} and the acceleration equation \eqref{eq_acceleration} becomes \begin{equation} \label{eq_acceleration_tilde} \rho\sqrt{-g} + 3p\sqrt{-g} = -\dsfrac{6}{\kappa}a^2\ddot{a} \sqrt{g_{\Sigma}}, \end{equation} hence $\rho\sqrt{-g}$ and $p\sqrt{-g}$ are smooth. As $a\to 0$, the metric becomes degenerate, $\rho$ and $p$ diverge, and therefore the stress-energy tensor \eqref{eq_friedmann_stress_energy} diverges too. Because of this, the Ricci tensor also diverges. But, from Theorem \ref{thm_quasireg_example_wp}, $R_{abcd}$, $E_{abcd}$, and $S_{abcd}$ are smooth. What can be said about the expanded stress-energy tensor $(T \circ g)_{abcd}$? The following corollary shows that the metric is {quasi{-\penalty0\hskip0pt\relax}regular}, hence the expanded stress-energy tensor is smooth. \begin{corollary} \label{thm_flrw} The {FLRW} spacetime with smooth $a: I\to \mathbb{R}$ is {quasi{-\penalty0\hskip0pt\relax}regular}. \end{corollary} \begin{proof} Since the {FLRW} spacetime is a warped product between a $1$-dimensional and a $3$-dimensional manifold with warping function $a$, this is a direct consequence of Theorem \ref{thm_quasireg_example_wp}. \end{proof} \begin{remark} Corollary \ref{thm_flrw} applies not only to a {FLRW} universe filled with a fluid, but to more general ones. For this particular case a direct proof was given in \cite{Sto12a}, showing explicitly how the expected infinities of the physical fields cancel out. \end{remark} While the expanded Einstein equation for the {FLRW} spacetime with smooth $a$ is written in terms of smooth objects like $E_{abcd}$, $S_{abcd}$, and $T_{abcd}:=(T \circ g)_{abcd}$, a question arises, as to why use these objects, instead of $R_{ab}$, $S$, and $T_{ab}$? It is true that the expanded objects remain smooth, while the standard ones don't, but is there other, more fundamental reason? It can be said that $E_{abcd}$ and $S_{abcd}$ are more fundamental, since $R_{ab}$ and $R$ are obtained from them by contractions. But for $T_{abcd}$, unfortunately, at this time we don't know an interpretation. The stress-energy tensor $T_{ab}$ can be obtained from a Lagrangian, but we don't know yet a way to obtain directly $T_{abcd}$ from a Lagrangian. One hint that, at least for some fields, $T_{abcd}$ seems more fundamental is that, for electrovac solutions, it is given by $T_{abcd}=-\frac{1}{8\pi}\(F_{ab}F_{cd} + {}^\ast F_{ab} {}^\ast F_{cd}\)$ \eqref{eq_stress_energy_maxwell_expanded}, while $T_{ab}$ by contracting it \eqref{eq_stress_energy_maxwell}. Similar form has the stress-energy tensor for Yang-Mills fields. Another question that may appear is what is obtained, given that the solution can be extended beyond the moment when $a(t)=0$? Say that $a(0)=0$. The extended solution will describe two universes, both originating from the same Big-Bang at the same moment $t=0$, one of them expanding toward the direction in which $t$ increases and the other one toward the direction in which $t$ decreases. The parameter $t$ is just a coordinate, and the physical laws are symmetric with respect to time reversal in General Relativity (if one wants to consider quantum fields, the combined symmetry $CPT$ should be considered instead of $T$ alone). \subsection{{Schwarzschild} black hole} \label{s_qreg_examples_schw} The {Schwarzschild} solution describing a black hole of mass $m$ is given in the {Schwarzschild} coordinates by the metric tensor: \begin{equation} \label{eq_schw_schw} \textnormal{d} s^2 = -\(1-\dsfrac{2m}{r}\)\textnormal{d} t^2 + \(1-\dsfrac{2m}{r}\)^{-1}\textnormal{d} r^2 + r^2\textnormal{d}\sigma^2, \end{equation} where \begin{equation} \label{eq_sphere} \textnormal{d}\sigma^2 = \textnormal{d}\theta^2 + \sin^2\theta \textnormal{d} \phi^2 \end{equation} is the metric of the unit sphere $S^2$. The units were chosen so that $c=1$ and $G=1$ (see \textit{e.g.} \citep{HE95}{149}). Apparently the metric is singular at $r=2m$, on the event horizon. As it is known from the work of Eddington \cite{eddington1924comparison} and Finkelstein \cite{finkelstein1958past} appropriate coordinate changes make the metric {non{-\penalty0\hskip0pt\relax}degenerate} on the event horizon, showing that the singularity is apparent, being due to the coordinates. The coordinate change is singular, but it can be said that the proper coordinates around the event horizon are those of Eddington and Finkelstein, and the {Schwarzschild} coordinates are the singular coordinates. Can we apply a similar method for the singularity at $r=0$? It can be checked that the Kretschmann scalar $R_{abcd}R^{abcd}$ is singular at $r=0$, and since scalars are invariant at any coordinate changes (including the singular ones), it is usually correctly concluded that the singularity at $r=0$ cannot be removed. Although it cannot be removed, it can be improved by finding coordinates making the metric analytic at $r=0$. As shown in \cite{Sto11e} the singularity $r=0$ in the {Schwarzschild} metric \eqref{eq_schw_schw} has two origins -- it is a combination of degenerate metric and singular coordinates. Firstly, the {Schwarzschild} coordinates are singular at $r=0$, but they can be desingularized by applying the coordinate transformations from equation \eqref{eq_coordinate_semireg} which necessarily have the Jacobian equal to zero at $r=0$. It is not possible to desingularize a coordinate system, by using transformations that have non-vanishing Jacobian at the singularity, because such transformations preserve the regularity of the metric. Secondly, after the transformation the singularity is not completely removed, because the metric remains degenerate. However, the metric remains {semi{-\penalty0\hskip0pt\relax}regular}, as shown in \cite{Sto11e}. Here will be shown that it is also {quasi{-\penalty0\hskip0pt\relax}regular}. In \cite{Sto11e} we showed that the {Schwarzschild} solution can be made analytic at the singularity by a coordinate transformation of the form \begin{equation} \label{eq_coordinate_change} \left\{ \begin{array}{ll} r &= \tau^S \\ t &= \xi\tau^T \\ \end{array} \right. \end{equation} As it turns out, \begin{equation} \label{eq_coordinate_semireg} \left\{ \begin{array}{ll} r &= \tau^2 \\ t &= \xi\tau^4 \\ \end{array} \right. \end{equation} is the only choice which makes analytic at the singularity not only the metric, but also the Riemann curvature $R_{abcd}$. In the new coordinates the metric has the form \begin{equation} \label{eq_schw_semireg} \textnormal{d} s^2 = -\dsfrac{4\tau^4}{2m-\tau^2}\textnormal{d} \tau^2 + (2m-\tau^2)\tau^4\(4\xi\textnormal{d}\tau + \tau\textnormal{d}\xi\)^2 + \tau^4\textnormal{d}\sigma^2. \end{equation} \begin{corollary} \label{thm_schw_quasireg} The {Schwarzschild} spacetime is {quasi{-\penalty0\hskip0pt\relax}regular} (in any atlas compatible with the coordinates \eqref{eq_coordinate_semireg}). \end{corollary} \begin{proof} We know from \cite{Sto11e} that the {Schwarzschild} spacetime is {semi{-\penalty0\hskip0pt\relax}regular}. Since it is also Ricci flat, \textit{i.e.} $R_{ab}=0$, it follows that $S_{ab}=1$ and $R=0$, hence $S_{abcd}= \dsfrac{1}{24}R(g\circ g)_{abcd}=0$, and $E_{abcd}\dsfrac{1}{2}(S \circ g)_{abcd}=0$. Therefore, $S_{abcd}$ and $E_{abcd}$ are smooth. Consequently, the only non-vanishing part of the curvature in the Ricci decomposition \eqref{eq_ricci_decomposition} is the Weyl tensor $C_{abcd}$, which in this case is equal to $R_{abcd}$, so it is smooth too. \end{proof} \begin{remark} It has been seen that even if the {Schwarzschild} metric $g_{ab}$ is singular at $r=0$ there is a coordinate system in which it becomes {quasi{-\penalty0\hskip0pt\relax}regular}. Because the metric becomes {quasi{-\penalty0\hskip0pt\relax}regular} at $r=0$, the expanded Einstein equations are valid at $r=0$ too. But also Einstein's equation can be extended at $r=0$, because in this special case it becomes $G_{ab}=0$, the {Schwarzschild} solution being a vacuum solution. Hence, in this case we can just use the standard Einstein equations, of course in coordinates compatible with the coordinates \eqref{eq_coordinate_semireg}. Corollary \ref{thm_schw_quasireg} shows that the {Schwarzschild} singularity is {quasi{-\penalty0\hskip0pt\relax}regular} in any such coordinates. Since $S_{abcd}=E_{abcd}=0$, the only non-vanishing part of $R_{abcd}$ is the Weyl curvature $C_{abcd}=R_{abcd}$, which is smooth because $R_{abcd}$ is smooth. \end{remark} \begin{remark} In the limit $m=0$, the {Schwarzschild} solution \eqref{eq_schw_schw} coincides with the Minkowski metric, which is regular at $r=0$. The event horizon singularity $r=2m$ merges with the $r=0$ singularity, and cancel one another. Because the {Schwarzschild} radius becomes $0$, the false singularity $r=0$ is not spacelike as in the case $m> 0$, but timelike. In the case $m=0$, because there is no singularity at $r=0$, our coordinates \eqref{eq_coordinate_semireg}, rather than removing a (non-existent) singularity, introduce one. The new coordinates provide a double covering for the Minkowski spacetime, because $\tau$ extends beyond $r=0$ to negative values, in a way similar to the case described in \cite{Sto11f}. \end{remark} \begin{openproblem} What can be said about the other stationary black hole solutions? In \cite{Sto11f} and \cite{Sto11g} we showed that there are coordinate transformations which make the {Reissner-Nordstr\"om} metric and the {Kerr-Newman} metric analytic at the singularity. This is already a big step, because it allows us to foliate with Cauchy hypersurfaces these spacetimes. Is it possible to find coordinate transformations which make them {quasi{-\penalty0\hskip0pt\relax}regular} too? \end{openproblem} \section{Conclusions} An important problem in General Relativity is that of singularities. At singularities some of the quantities involved in the Einstein equation become infinite. But there are other quantities which are also invariant and in addition remain finite at a large class of singularities. In this paper it has been seen that translating the Einstein equation in terms of such quantities allows it to be extended at such singularities. The Riemann tensor is, from geometric and linear-algebraic viewpoints, more fundamental than the Ricci tensor $R_{ab}$, which is just its trace. This suggests that the scalar part $S_{abcd}$ \eqref{eq_ricci_part_S} and the Ricci part $E_{abcd}$ \eqref{eq_ricci_part_E} of the Riemann curvature may be more fundamental than the Ricci tensor. Consequently, this justifies the study of an equation equivalent to Einstein's, but in terms of $E_{abcd}$ and $S_{abcd}$, instead of $R_{ab}$ and $R$. This is the expanded Einstein equation \eqref{eq_einstein_expanded}. The idea that $E_{abcd}$ is more fundamental than $R_{ab}$ seems to be suggested also by the electrovac solution, with the expanded Einstein equation \eqref{eq_stress_energy_maxwell_expanded}, and from which the electrovac Einstein equation is obtained by contraction. To go from Einstein's equation to its expanded version we use the Kulkarni-Nomizu product \eqref{eq_kulkarni_nomizu}. To go back, we use contraction \eqref{eq_expanded_to_standard}. When the metric is {non{-\penalty0\hskip0pt\relax}degenerate}, these operations establish an equivalence between the standard and the expanded Einstein equations. The question of whether the Ricci part of the Riemann tensor is more fundamental than the Ricci tensor may be irrelevant, or the answer may be debatable. But an important feature is that $E_{abcd}$ and $S_{abcd}$ can be defined in more general situations than $R_{ab}$ and $R$. Hence, the expanded Einstein equation is more general than the Einstein equation -- it makes sense even when the metric is degenerate, at least for a class of singularities named {quasi{-\penalty0\hskip0pt\relax}regular}. A brief investigation revealed that the class of {quasi{-\penalty0\hskip0pt\relax}regular} singularities is rich enough to contain some known singularities, which were already considered by researchers, but now can be understood in a unified framework. Among these there are the isotropic singularities, which are obtained by multiplying a regular metric with a scaling factor which is allowed to vanish. Another class is given by the {Friedmann-Lema\^itre-Robertson-Walker} singularities \cite{Sto12a}, and other warped product singularities. Even the {Schwarzschild} singularity (in proper coordinates which make the metric analytic \cite{Sto11e}) turns out to be quasi{-\penalty0\hskip0pt\relax}regular. The fact that these apparently unrelated types of singularities turn out to be {quasi{-\penalty0\hskip0pt\relax}regular} suggests the following open question: \begin{openproblem} Are {quasi{-\penalty0\hskip0pt\relax}regular} singularities general enough to cover all possible singularities of General Relativity? \end{openproblem} \subsection*{Acknowledgments} The author thanks the anonymous referees for the valuable comments and suggestions to improve the clarity and the quality of this paper.
{ "timestamp": "2014-01-27T02:05:38", "yymm": "1203", "arxiv_id": "1203.2140", "language": "en", "url": "https://arxiv.org/abs/1203.2140" }
\section{Introduction} It is generally believed that inflation can be a solution to the problems of standard cosmology such as the horizon, flatness and monopole problem. In addition to these achievements, inflation's predictions are compatible with the large scale structure and CMB fluctuations which is strong evidence in favour of inflation. The idea of inflation is the existence of an exponentially expanding universe at early times. But identifying a unique theoretical realization of this period is challenging. Many theoretical models are compatible with the observational data. For example, they are in agreement with adiabatic, nearly Gaussian fluctuations in the CMB fluctuations. To potentially discriminate between them more accurate observations, such as PLANCK, are needed. This fact is a starting point for a huge amount of work on studying non-Gaussianity of primordial fluctuations. In this field the effective field theory approach to inflation has been used to study the general possible interaction terms in the single field models \cite{paolo,weinberg,eftsingle} and in the multi-field context \cite{senatore,eftmulti}. The advantage of using effective theories can be seen in two regimes. Sometimes a full theory exists for an energy domain of interest. In this case the effective field theory may be performed to simplify calculations in a special sub-domain of energy. In the second case the full theory is not known for the energy scales of interest. Here, by imposing the symmetries of the full theory one can still build an effective field theory. In this situation the most general form of the allowed theory, e.g. a general Lagrangian, is constructed; by comparison to observations unspecified coefficients can be fixed. Eventually the deduced effective theory may shed some lights on the real theory which is beyond our current understanding. In the special case of inflation in addition to the above reasons, the effective field theory approach can be used to justify the use of scalar fields as inflatons, as well as to provide a systematic classification of non-Gaussianities \cite{baumann} among other properties. In \cite{paolo} the effective field theory has been developed for an inflationary single field model. In their approach the Lagrangian is determined by all spatially diffeomorphism invariant operators. Then the broken time invariance is reproduced by a scalar field which transforms in a definite form under diffeomorphism transformation. This scalar field is well-known as the Goldstone boson. It is shown that this scalar field represents the curvature perturbation in the validity regime of the effective field theory. In \cite{senatore} the generalization to multi-field inflation is studied. The existence of more than one field in the early universe is not unnatural and the extra fields may have observable consequences. For example entropy modes (a property of multi-field models) can affect the curvature mode which is for example in the CMB. In \cite{weinberg} an alternative approach to \cite{paolo} has been given for the effective field theory of single field inflation. In this approach all the possible terms containing up to the fourth derivative of a scalar field and the metric enter the effective Lagrangian. The final result is in agreement with \cite{paolo}, except some additional fourth ordered contributions tracing back to geometrical terms. In this approach, due to the presence of metric perturbations, it is possible to study the gravitational wave behavior which differs in the propagation of waves with different helicities. In this work we are going to generalize Weinberg's approach \cite{weinberg} to multi-field models. In the following we will avoid the scalar metric perturbations by an appropriate gauge choice. However it is mentioned that for energy scales of interest the existence of them has no observable effects on non-Gaussianity \cite{baumann,paolo1}. Note that in \cite{weinberg,paolo,senatore}, the additional correction terms arise via space-time derivatives of the perturbations. However one can extend the effective field theory formalism to include correction terms corresponding to the potential terms. It is mentioned in \cite{baumann-green} that they have no significant contribution to non-Gaussianities since they are highly restricted by the effectiveness of the inflationary era. But it is well-known that in the context of multi-field inflation the non-Gaussianity window becomes wider and maybe observable by the future data \cite{gpmulti}. This fact also has been considered in the context of effective field theory for multi-field inflation in different aspects \cite{eftmulti}. In the next section we briefly review the main results of \cite{weinberg}. In the third section we generalize the idea of \cite{weinberg} to illustrate the perturbations in the most general multi-field model. This section is based on the first appendix where we find the most Lagrangian for multi-field models. Then in the fourth section we concentrate on a two-field case, studying the evolution of adiabatic and entropy modes in details. In this section we will discuss on the amplitude and shape of non-Gaussianity in our model and illustrate a specific example. At the end of this section we infer to some differences between this approach and Senatore and Zaldarriaga \cite{senatore}. In the second appendix we compare our results with \cite{gordon} as a check. Finally we conclude in the last section. \section{Briefly Review of Weinberg's Approach \cite{weinberg}} To generalize Einstein-Hilbert action in the presence of matter field it is possible to add the terms containing higher order derivatives in the Lagrangian in addition to the standard second order ones. In principle these additional terms can be important in the larger energy scales. As discussed in \cite{weinberg} this situation occurs naturally in the inflation era before horizon crossing. According to the observations; the Hubble parameter, $H$, and physical momentum, $k/a$, are equal (at horizon crossing) and much less than $M_P$ and even unification scale. But due to denominator of physical momentum in a period before horizon crossing the physical momentum has had larger value. As a consequence, considering the correction terms will help us to understand better the inflationary predictions. Due to the above discussions Weinberg in \cite{weinberg} has studied the effects of the fourth order derivative terms in the Einstein-Hilbert Lagrangian in the presence of one scalar field. We are going to generalize this model by adding more than one scalar field which is interesting for its well-known observational consequences. Before that let us review very briefly\footnote{Here we report Weinberg's idea very quickly without any details. But in the following when we are going to study its generalization we will do it in details in Appendix \ref{appendixA}.} the main results of \cite{weinberg}. The starting point is the Einstein-Hilbert Lagrangian which includes the leading term \begin{eqnarray}\label{E-H action} {\cal{L}}_0=\sqrt{g}\bigg[-\frac{M_P^2}{2}R-\frac{M^2}{2}g^{\mu\nu}\partial_\mu \varphi\partial_\nu\varphi-M_P^2U(\varphi)\bigg] \end{eqnarray} where dimensionless $\varphi\equiv\varphi_c/M$ is defined such that the kinetic term of $\varphi_c$ has the canonical form. Obviously $\varphi_c$ has dimension of mass. It is now easier to define the hierarchy of different derivative terms as an advantage of introduction of the scale $M$ explicitly\footnote{Just remember that the ${\cal{L}}$ has dimension of $M^4$ and in natural unit $\partial_\mu$ has dimension of $M^{-1}$.}. The leading correction terms are satisfied general covariance and contain four derivatives. These term can be reduced to the following form \begin{eqnarray}\label{correction terms} \Delta{\cal{L}}=\sqrt{g}f(\vp)\bigg(g^{\mu\nu}\vp_{,\mu}\vp_{,\nu}\bigg)^2+\sqrt{g} h_1(\vp)C^{\mu\nu\rho\sigma}C_{\mu\nu\rho\sigma}+\sqrt{g} h_2(\vp)\varepsilon^{\kappa\lambda\mu\nu}C_{\kappa\lambda}^{\hspace{3mm}\rho\sigma}C_{\mu\nu\rho\sigma} \end{eqnarray} where $f$, $h_1$ and $h_2$ are some dimensionless arbitrary functions which are assumed to be in order one\footnote{\label{footnote7}Actually it is the second term of an expansion with respect to the inverse of $M^2$ i.e. ``$M^2,1,M^{-2},...$". The first term is ``$-\frac{M^2}{2}g^{\mu\nu}\partial_\mu \varphi\partial_\nu\varphi$" in (\ref{E-H action}).} and $C_{\mu\nu\rho\sigma}$ is the Weyl tensor. It is noteworthy that the above terms are not all the generally covariant terms containing four derivatives. But all the allowed terms except the above terms are transformed to these terms by employing the equation of motion for the leading term as well as ignoring the surface terms (for details see Appendix \ref{appendixA}). For the scalar perturbations it is convenient to assume a gauge in which metric scalar perturbations vanish. In this gauge by splitting the scalar field to its background and perturbed parts as $\vp=\vpb+\delvp$ the Lagrangian becomes \begin{eqnarray}\label{scalar-perturbation}\nonumber {\cal{L}}&=&\sqrt{g}\bigg[-\frac{M^2}{2}g^{\mu\nu}\partial_\mu \varphi\partial_\nu\varphi-M_P^2U(\varphi)+f(\vp)\bigg(g^{\mu\nu}\vp_{,\mu}\vp_{,\nu}\bigg)^2\bigg]\\ &=&\bar{\cal{L}}-\frac{1}{2}a^3\bigg(M^2+4f(\vpb)\dot{\vpb}^2\bigg)\times\bigg(-\dot{\delvp}^2+a^{-2}(\vec{\nabla}\delvp)^2\bigg)\\\nonumber &+&4 a^3 f(\vpb)\dot{\vpb}^2\bigg(\dot\delvp^2+\dot\delvp^3/\dot\vpb-a^{-2}\dot\delvp(\vec{\nabla}\delvp)^2/\dot\vpb+\frac{1}{4}\dot\delvp^4/\dot\vpb^2 -\frac{1}{2}a^{-2}\dot\delvp^2(\vec{\nabla}\delvp)^2/\dot\vpb^2+\frac{1}{4}a^{-4}(\vec{\nabla}\delvp)^4/\dot\vpb^2\bigg) \end{eqnarray} which reduces to the Lagrangian $(19)$ in \cite{weinberg} with $\pi\equiv\delvp/\dot\vpb$ and $\dot H=-\dot\vpb^2(M^2+4f(\vpb)\dot{\vpb}^2)/2M_P^2$. This result is compatible with \cite{paolo} with a minor disagreement. This disagreement is in the presence of quartic terms as well as quadratic and cubic terms. Due to the above Lagrangian obviously ignoring the correction term, i.e. setting $f(\vp)=0$, results in a model with $c_s=1$, where $c_s$ is the speed of sound. But in the presence of the correction term the speed of sound is not one and may cause large non-Gaussianity. In addition the terms in the third line of (\ref{scalar-perturbation}) infer to the possible shapes of non-Gaussianities as well as their amplitude. In this section we very briefly reviewed the idea of \cite{weinberg} for scalar perturbations in the context of effective field theory for inflation. In addition to scalar perturbation in \cite{weinberg} the tensor perturbations have been considered. It is concluded in \cite{weinberg} that the propagation of gravitational wave depends on the helicity of the wave in this model. In the next section we are going to generalize the above idea for a multi-field theory of inflation without considering the tensor perturbations. Since existence of multi-scalar-field has no effect on the tensor perturbations and consequently gravitational wave. The detailed calculations for the next section is in appendix \ref{appendixA} which is also useful for clarifying the case of one field studying very briefly in this section. \section{Effective Field Theory of Multi-Field Inflation} The corresponding Lagrangian to (\ref{scalar-perturbation}) for multi-field inflation can be written as follow, which has been deduced in details in the appendix \ref{appendixA}, \begin{eqnarray}\label{most-general-lagrangian-simplified} {\cal{L}}=\sqrt{g}&\bigg\{&b_3^{IJKL}(\vec\vp)\nabla_\mu\vp_I\nabla^\mu\vp_J\nabla_\nu\vp_K\nabla^\nu\vp_L-\frac{M^2}{2}\delta^{IJ}\nabla_\mu\vp_I\nabla^\mu\vp_J -M_P^2U(\vec\vp)\\\nonumber &+&a_1(\vec\vp)R_{\mu\nu\rho\sigma}R^{\mu\nu\rho\sigma}+a_2(\vec\vp)R_{\mu\nu}R^{\mu\nu}-\frac{M_P^2}{2}R\bigg\} \end{eqnarray} which exactly reduces to (\ref{scalar-perturbation}) for one field case\footnote{\label{footnote8}In \cite{weinberg} instead of Riemann and Ricci tensors in (\ref{most-general-lagrangian-simplified}), Weyl tensor has been used.}. Now, by splitting the scalar fields to their background and perturbed parts $\vp_I=\bar\vp_I+\delvp$ we are going to study the Lagrangian for the perturbations as well as the background. To do this we start with (\ref{most-general-lagrangian-simplified}) without worrying about the tensor perturbations. The above Lagrangian can be written as ${\cal{L}}={\cal{L}}_0+\Delta{\cal{L}}$ such that \begin{eqnarray}\label{most-general-lagrangian-simplified+background}\nonumber a^{-3}{\cal{L}}_0&=&b_3^{IJKL}(\vpb){\dot\vpb}_I{\dot\vpb}_J{\dot\vpb}_K{\dot{\bar\vp}}_L +\frac{M^2}{2}\delta^{IJ}{\dot\vpb}_I{\dot\vpb}_J-M_P^2U(\vpb), \end{eqnarray} \begin{eqnarray}\label{most-general-lagrangian-simplified+perturbations}\nonumber a^{-3}\Delta{\cal{L}}&=&\bigg[\sum_{n=1}\frac{1}{n!}\frac{\partial^n b_3^{IJKL}(\vpb)}{\partial(\vpb_M)^n}(\delvp_M)^n\bigg]{\dot\vpb}_I{\dot\vpb}_J{\dot\vpb}_K{\dot{\bar\vp}}_L\\\nonumber &-& \bigg[\sum_{n=0}\frac{1}{n!}\frac{\partial^n b_3^{IJKL}(\vpb)}{\partial(\vpb_M)^n}(\delvp_M)^n\bigg]\dot\vpb_I\dot\vpb_J\bigg[-\dot\vpb_K\dot\delvp_L-\dot\vpb_L\dot\delvp_K-\dot\delvp_K\dot\delvp_L+ a^{-2}\partial_i\delvp_K\partial^i\delvp_L\bigg] \\\nonumber &-& \bigg[\sum_{n=0}\frac{1}{n!}\frac{\partial^n b_3^{IJKL}(\vpb)}{\partial(\vpb_M)^n}(\delvp_M)^n\bigg]\bigg[-\dot\vpb_I\dot\delvp_J-\dot\vpb_J\dot\delvp_I-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg]\dot\vpb_K\dot\vpb_L\\\nonumber &+&\bigg[\sum_{n=0}\frac{1}{n!}\frac{\partial^n b_3^{IJKL}(\vpb)}{\partial(\vpb_M)^n}(\delvp_M)^n\bigg]\times\\\nonumber&&\bigg[-\dot\vpb_I\dot\delvp_J-\dot\vpb_J\dot\delvp_I-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg]\bigg[-\dot\vpb_K\dot\delvp_L-\dot\vpb_L\dot\delvp_K-\dot\delvp_K\dot\delvp_L+ a^{-2}\partial_i\delvp_K\partial^i\delvp_L\bigg]\\\nonumber &-&\frac{M^2}{2}\delta^{IJ}\bigg[-2\dot\vpb_I\dot\delvp_J-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg] -M_P^2\bigg[\sum_{n=1}\frac{1}{n!}\frac{\partial^n U(\vpb)}{\partial(\vpb_M)^n}(\delvp_M)^n\bigg] \end{eqnarray} where $a=a(t)$ is the scale factor of the FRW metric and $\partial_i$ are spatial derivatives. Note that the terms containing $\delvp_I$ without any differentiations do not show themselves in the Lagrangian effectively. Since the $n^{th}$ equation of motion causes vanishing of the coefficients of $(n+1)^{th}$ terms without any differentiation. Also the linear perturbation terms even including differentiation vanish because of the same reason. So effectively the Lagrangian for the perturbations is \begin{eqnarray}\label{most-general-lagrangian-simplified+perturbations-effectively}\nonumber a^{-3}\Delta{\cal{L}}&=& b_3^{IJKL}(\vpb)\bigg\{\bigg[-\dot\vpb_I\dot\delvp_J-\dot\vpb_J\dot\delvp_I-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg]\bigg[-\dot\vpb_K\dot\delvp_L-\dot\vpb_L\dot\delvp_K-\dot\delvp_K\dot\delvp_L+ a^{-2}\partial_i\delvp_K\partial^i\delvp_L\bigg]\\\nonumber &-&\dot\vpb_I\dot\vpb_J\bigg[-\dot\delvp_K\dot\delvp_L+ a^{-2}\partial_i\delvp_K\partial^i\delvp_L\bigg]-\bigg[-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg]\dot\vpb_K\dot\vpb_L\bigg\}\\\nonumber &-&\frac{M^2}{2}\delta^{IJ}\bigg[-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg]. \end{eqnarray} The second, third and fourth order of perturbations respectively can be represented as follows \begin{eqnarray}\label{most-general-lagrangian-simplified+perturbations-effectively-L2}\nonumber a^{-3}\Delta{\cal{L}}^{(2)}&=& b_3^{IJKL}(\vpb)\bigg\{\dot\vpb_I\dot\vpb_J\dot\delvp_K\dot\delvp_L+\dot\vpb_I\dot\vpb_K\dot\delvp_J\dot\delvp_L+ \dot\vpb_I\dot\vpb_L\dot\delvp_K\dot\delvp_J+\dot\vpb_K\dot\vpb_J\dot\delvp_I\dot\delvp_L+ \dot\vpb_L\dot\vpb_J\dot\delvp_I\dot\delvp_L+\dot\vpb_K\dot\vpb_L\dot\delvp_I\dot\delvp_J\\&-& a^{-2}\dot\vpb_I\dot\vpb_J\partial_i\delvp_K\partial^i\delvp_L-a^{-2}\dot\vpb_K\dot\vpb_L\partial_i\delvp_I\partial^i\delvp_J \bigg\}-\frac{M^2}{2}\delta^{IJ}\bigg[-\dot\delvp_I\dot\delvp_J+ a^{-2}\partial_i\delvp_I\partial^i\delvp_J\bigg], \end{eqnarray} \begin{eqnarray}\label{most-general-lagrangian-simplified+perturbations-effectively-L3} a^{-3}\Delta{\cal{L}}^{(3)}&=& b_3^{IJKL}(\vpb)\bigg\{\dot\vpb_I\dot\delvp_J\dot\delvp_K\dot\delvp_L+\dot\vpb_J\dot\delvp_I\dot\delvp_K\dot\delvp_L +\dot\vpb_K\dot\delvp_L\dot\delvp_I\dot\delvp_J+\dot\vpb_L\dot\delvp_K\dot\delvp_I\dot\delvp_J\\\nonumber &-&a^{-2}\bigg(\dot\vpb_I\dot\delvp_J\partial_i\delvp_K\partial^i\delvp_L+\dot\vpb_J\dot\delvp_I\partial_i\delvp_K\partial^i\delvp_L +\dot\vpb_K\dot\delvp_L\partial_i\delvp_I\partial^i\delvp_J+\dot\vpb_L\dot\delvp_K\partial_i\delvp_I\partial^i\delvp_J\bigg)\bigg\},\\\nonumber&& \end{eqnarray} \begin{eqnarray}\label{most-general-lagrangian-simplified+perturbations-effectively-L4} a^{-3}\Delta{\cal{L}}^{(4)}= b_3^{IJKL}(\vpb)\bigg\{\dot\delvp_I\dot\delvp_J\dot\delvp_K\dot\delvp_L&-&a^{-2}\bigg(\dot\delvp_I\dot\delvp_J\partial_i\delvp_K\partial^i\delvp_L+ \dot\delvp_K\dot\delvp_L\partial_i\delvp_I\partial^i\delvp_J\bigg)\\\nonumber &+&a^{-4}\partial_i\delvp_I\partial^i\delvp_J\partial_j\delvp_K\partial^j\delvp_L\bigg\}. \end{eqnarray} Note that the above result exactly reduces to single field result in (\ref{scalar-perturbation}) with $b_3^{IJKL}(\vpb)=f(\vpb)$\footnote{To do this one should set $I=J=K=L=1$.}. It is obvious from (\ref{most-general-lagrangian-simplified+perturbations-effectively-L2}) that the speed of sound is not one in the presence of non-vanishing $b_3^{IJKL}(\vpb)$. Note that due to $b_3^{IJKL}(\vpb)$ the cubic and quartic terms are appeared. This feature is in disagreement with \cite{paolo,senatore}. In their work the coefficient which displays $c_s$ just connects to the cubic term. But here it connects to the fourth order term too. In the next section we restrict the model to a two-field model. This makes it possible to study the adiabatic and entropy perturbations in more details without loss of generality in the main results. \section{A Specific Case: Adiabatic versus Entropy Perturbation} In this section we re-write the above formalism in the language of adiabatic and entropy perturbations for a two-field model. This is crucial in this approach since in contrast to \cite{senatore} here the adiabatic perturbation is not initially supposed. In \cite{senatore} the additional perturbations are added to a model already containing the adiabatic perturbation i.e. \cite{paolo}. In \cite{senatore} the Goldstone boson, introduced in \cite{paolo}, plays the role of the adiabatic perturbation and the additional fields are employed as the entropy perturbations. But in our model there is no initially difference between $\vp_I$'s and consequently $\delvp_I$'s. So it is critical to distinguish between adiabatic and entropy modes to manifest their different physical meanings. \subsection{The Most General Two-Field Model} In this subsection we re-do perturbation calculations for a two-field model. To do this we start with (\ref{most-general-lagrangian-simplified}) for two fields named $\vp$ and $\chi$ \begin{eqnarray}\label{two-field-lagrangian-simplified} {\cal{L}}=-a^3\bigg\{&-&\frac{M_1^2}{2}\partial_\mu\vp\partial^\mu\vp-\frac{M_2^2}{2}\partial_\mu\chi\partial^\mu\chi -M_P^2U(\vp,\chi)+g_1(\vp,\chi)\big(\partial_\mu\vp\partial^\mu\vp\big)^2+g_2(\vp,\chi)\big(\partial_\mu\chi\partial^\mu\chi\big)^2\\\nonumber &+&g_3(\vp,\chi)\big(\partial_\mu\vp\partial^\mu\vp\big)\big(\partial_\nu\vp\partial^\nu\chi\big) +g_4(\vp,\chi)\big(\partial_\mu\chi\partial^\mu\chi\big)\big(\partial_\nu\chi\partial^\nu\vp\big)\\\nonumber&+&g_5(\vp,\chi)\big(\partial_\mu\vp\partial^\mu\vp\big)\big(\partial_\nu\chi\partial^\nu\chi\big) +g_6(\vp,\chi)\big(\partial_\mu\vp\partial^\mu\chi\big)\big(\partial_\nu\vp\partial^\nu\chi\big)\bigg\} \end{eqnarray} where $a=a(t)$ is the scale factor and $g_i$'s are some arbitrary dimensionless and order one functions as mentioned before. By assuming $\vp=\vpb+\delvp$ and $\chi=\bar\chi+\delchi$ the above Lagrangian reduces to \begin{eqnarray}\label{two-field-lagrangian-simplified-order-0} a^{-3}{\cal{L}}_0&=&\bigg\{-\frac{M_1^2}{2}\partial_\mu\vpb\partial^\mu\vpb-\frac{M_2^2}{2}\partial_\mu\chib\partial^\mu\chib -M_P^2U(\vpb,\chib)+g_1\big(\partial_\mu\vpb\partial^\mu\vpb\big)^2+g_2\big(\partial_\mu\chib\partial^\mu\chib\big)^2 \\\nonumber&+&g_3\big(\partial_\mu\vpb\partial^\mu\vpb\big)\big(\partial_\nu\vpb\partial^\nu\chib\big) +g_4\big(\partial_\mu\chib\partial^\mu\chib\big)\big(\partial_\nu\chib\partial^\nu\vpb\big)+ g_5\big(\partial_\mu\vpb\partial^\mu\vpb\big)\big(\partial_\nu\chib\partial^\nu\chib\big) +g_6\big(\partial_\mu\vpb\partial^\mu\chib\big)\big(\partial_\nu\vpb\partial^\nu\chib\big)\bigg\}\\\nonumber &=&\frac{M_1}{2}\dot\vpb^2+\frac{M_2}{2}\dot\chib^2-M_P^2U(\vpb,\chib)+g_1\dot\vpb^4+g_2\dot\chib^4+g_3\dot\vpb^3\dot\chib+g_4\dot\vpb\dot\chib^3 +(g_5+g_6)\dot\vpb^2\dot\chib^2 \end{eqnarray} for the background part. The corresponding equations of motion for $\vpb$ reads as \begin{eqnarray}\label{eq-mo-background}\nonumber &&\frac{d}{dt}\bigg[M_1\dot\vpb+4g_1\dot\vpb^3+3g_3\dot\vpb^2\dot\chib+g_4\dot\chib^3 +2(g_5+g_6)\dot\vpb\dot\chib^2\bigg]+3H\bigg[M_1\dot\vpb+4g_1\dot\vpb^3+3g_3\dot\vpb^2\dot\chib+g_4\dot\chib^3 +2(g_5+g_6)\dot\vpb\dot\chib^2\bigg]\\\nonumber &&+M_P^2U'-\bigg(g'_1\dot\vpb^4+g'_2\dot\chib^4+g'_3\dot\vpb^3\dot\chib+g'_4\dot\vpb\dot\chib^3 +(g'_5+g'_6)\dot\vpb^2\dot\chib^2\bigg)=0 \end{eqnarray} where $'$ is the differentiation with respect to $\vpb$ and the similar equation is true for $\chib$. It is straightforward but messy to show that the above equation of motion (as well as $\chib$'s) for the background causes the Lagrangian of the first order perturbation becomes vanishing. So the non-trivial terms start from the second order perturbations succeeding with the third and the fourth order terms\footnote{It is obvious if one expands the correction terms in (\ref{most-general-lagrangian-simplified}) or (\ref{most-general-lagrangian}) for more than four derivative terms then the higher order perturbations show themselves.} for (\ref{two-field-lagrangian-simplified}) as the following \begin{eqnarray}\label{two-field-lagrangian-simplified-order-2} a^{-3}\Delta{\cal{L}}^{(2)}&=&\dot\delvp^2\big[\frac{M^2_1}{2}+6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\big] +\dot\delchi^2\big[\frac{M^2_2}{2}+6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\big]\\\nonumber&+& \dot\delvp\dot\delchi\big[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\big]\\\nonumber &-&a^{-2}\bigg(\partial_i\delvp\partial^i\delvp\big[\frac{M_1}{2}+2g_1\dot\vpb^2+g_3\dot\vpb\dot\chib+g_5\dot\chib^2\big] +\partial_i\delchi\partial^i\delchi\big[\frac{M_2}{2}+2g_2\dot\chib^2+g_4\dot\vpb\dot\chib+g_5\dot\vpb^2\big]\\\nonumber &&\hspace{1.2cm}+\partial_i\delvp\partial^i\delchi\big[g_3\dot\vpb^2+g_4\dot\chib^2+2g_6\dot\vpb\dot\chib\big]\bigg), \end{eqnarray} \begin{eqnarray}\label{two-field-lagrangian-simplified-order-3} a^{-3}\Delta{\cal{L}}^{(3)}&=&\dot\delvp^3\big[4g_1\dot\vpb+g_3\dot\chib\big]+\dot\delchi^3\big[4g_2\dot\chib+g_4\dot\vpb\big]+ \dot\delvp^2\dot\delchi\big[3g_3\dot\vpb+2(g_5+g_6)\dot\chib\big]+\dot\delvp\dot\delchi^2\big[3g_4\dot\chib+2(g_5+g_6)\dot\vpb\big]\\\nonumber &-&a^{-2}\bigg(\dot\delvp\partial_i\delvp\partial^i\delvp\big[4g_1\dot\vpb+g_3\dot\chib\big]+ \dot\delchi\partial_i\delchi\partial^i\delchi\big[4g_2\dot\chib+g_4\dot\vpb\big]+ \dot\delvp\partial_i\delchi\partial^i\delchi\big[g_4\dot\chib+2g_5\dot\vpb\big]\\\nonumber&&\hspace{1.5cm} +\dot\delchi\partial_i\delvp\partial^i\delvp\big[g_3\dot\vpb+2g_5\dot\chib\big] +\dot\delvp\partial_i\delvp\partial^i\delchi\big[2g_3\dot\vpb+2g_6\dot\chib\big]+ \dot\delchi\partial_i\delvp\partial^i\delchi\big[2g_4\dot\chib+2g_6\dot\vpb\big]\bigg), \end{eqnarray} \begin{eqnarray}\label{two-field-lagrangian-simplified-order-4} a^{-3}\Delta{\cal{L}}^{(4)}&=&g_1\dot\delvp^4+g_2\dot\delchi^4+g_3\dot\delvp^3\dot\delchi+g_4\dot\delchi^3\dot\delvp+(g_5+g_6)\dot\delvp^2\dot\delchi^2\\\nonumber &-&a^{-2}\bigg(2g_1\dot\delvp^2\partial_i\delvp\partial^i\delvp+2g_2\dot\delchi^2\partial_i\delchi\partial^i\delchi+ g_3\dot\delvp^2\partial_i\delvp\partial^i\delchi+g_4\dot\delchi^2\partial_i\delchi\partial^i\delvp\\\nonumber &&\vspace{2.5cm}+g_3\dot\delvp\dot\delchi\partial_i\delvp\partial^i\delvp+g_4\dot\delchi\dot\delvp\partial_i\delchi\partial^i\delchi+ g_5(\dot\delchi^2\partial_i\delvp\partial^i\delvp+\dot\delvp^2\partial_i\delchi\partial^i\delchi)+2g_6\dot\delvp \dot\delchi\partial_i\delvp\partial^i\delchi\bigg)\\\nonumber &+&a^{-4}\bigg(g_1(\partial_i\delvp\partial^i\delvp)^2+g_2(\partial_i\delchi\partial^i\delchi)^2 +g_3\partial_i\delvp\partial^i\delvp\partial_j\delchi\partial^j\delvp+g_4\partial_i\delchi\partial^i\delchi\partial_j\delchi\partial^j\delvp \\\nonumber&&\vspace{2.5cm}+g_5\partial_i\delvp\partial^i\delvp\partial_j\delchi\partial^j\delchi+g_6(\partial_i\delvp\partial^i\delchi)^2\bigg). \end{eqnarray} It is interesting to mention that for $\vp=\chi$, i.e. going back to one field case, all the above relations reduce to (\ref{scalar-perturbation}) with $f=g_1+g_2+g_3+g_4+g_5+g_6$ as it was expected. \subsection{Adiabatic vs. Entropy Modes} Now let us re-write the above terms in the language of adiabatic and entropy perturbations. The adiabatic perturbation is along the classical path and the entropy perturbation is orthogonal to it. Due to \cite{gordon} they can be defined as follows \begin{eqnarray}\label{adi-ent-perturbations} \delta\sigma\equiv\vec{T}.\vec\delta,\hspace{2cm}\delta s\equiv \vec{N}.\vec\delta \end{eqnarray} where $\delta \sigma$ and $\delta s$ are the adiabatic and entropy modes respectively and \begin{eqnarray}\label{tangent-normal-vector} \vec\delta\equiv\left(\delvp,\delchi\right),\hspace{2cm}\vec T=\left(\cos\theta,\sin\theta\right)\equiv\left(\dot\vp/\dot\sigma,\dot\chi/\dot\sigma\right),\hspace{2cm} \vec N\equiv\left(\sin\theta,-\cos\theta\right) \end{eqnarray} where $\dot\sigma^2=\dot\vp^2+\dot\chi^2$. One can show easily \begin{eqnarray}\label{adi-ent-perturbations-timederivative-original-perturbations}\nonumber \dot\delvp=\cos\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}+\sin\theta\hspace{2mm}\vec{N}.\dot{\vec\delta},\hspace{2cm} \dot\delchi=\sin\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}-\cos\theta\hspace{2mm}\vec{N}.\dot{\vec\delta} \end{eqnarray} and it is easy to see that \begin{eqnarray}\label{adi-ent-perturbations-timederivative}\nonumber \dot{\delta\sigma}=\dot\theta\delta s+\vec{T}.\dot{\vec\delta},\hspace{2cm}\dot{\delta s}=-\dot\theta \delta\sigma+ \vec{N}.\dot{\vec\delta} \end{eqnarray} and due to above relations \begin{eqnarray}\label{adi-ent-perturbations-spatialderivative-original-perturbations}\nonumber \partial_i\delvp=\cos\theta\hspace{2mm}\partial_i\delta\sigma+\sin\theta\hspace{2mm}\partial_i\delta s,\hspace{2cm} \partial_i\delchi=\sin\theta\hspace{2mm}\partial_i\delta\sigma-\cos\theta\hspace{2mm}\partial_i\delta s. \end{eqnarray} Now by the above definitions we re-write the results of previous sub-section by plugging $\delta\sigma$ and $\delta s$ in. Let's start with the kinetic terms for leading order term in (\ref{two-field-lagrangian-simplified-order-2}) \begin{eqnarray}\label{two-field-lagrangian-simplified-order-2-M1-M2-adi-ent} &&\frac{M^2_1}{2}\dot\delvp^2+\frac{M^2_2}{2}\dot\delchi^2=\\\nonumber &&\frac{M^2_1+M_2^2}{4}\left[\dot\delvp^2+\dot\delchi^2\right]+\frac{M_1^2-M^2_2}{4}\left[\dot\delvp^2-\dot\delchi^2\right]=\\\nonumber&& \frac{M^2_1+M_2^2}{4}\left[(\vec T.\dot{\vec\delta})^2+(\vec N.\dot{\vec\delta})^2\right]+\frac{M_1^2-M^2_2}{4}\left[(\cos^2\theta-\sin^2\theta)\bigg((\vec T.\dot{\vec\delta})^2-(\vec N.\dot{\vec\delta})^2\bigg)+4\sin\theta\cos\theta\hspace{2mm} T.\dot{\vec\delta}\hspace{2mm}N.\dot{\vec\delta}\right]\\\nonumber&& \end{eqnarray} the same procedure is applicable for $a^{-2}\left(\frac{M^2_1}{2}\partial_i\delvp\partial^i\delvp +\frac{M^2_2}{2}\partial_i\delchi\partial^i\delchi\right)$ in (\ref{two-field-lagrangian-simplified-order-2}). Now let us assume $M_1=M_2=M$ to make it comparable to results in \cite{gordon}. In this case \begin{eqnarray}\label{two-field-lagrangian-simplified-order-2-M1=M2=1-adi-ent} \frac{1}{M^2}a^{-3}{\cal{L}}&=&\frac{1}{2}\dot\delvp^2+\frac{1}{2}\dot\delchi^2-a^{-2}\left(\frac{1}{2}\partial_i\delvp\partial^i\delvp +\frac{1}{2}\partial_i\delchi\partial^i\delchi\right)=\\\nonumber && \frac{1}{2}\left[(\vec T.\dot{\vec\delta})^2+(\vec N.\dot{\vec\delta})^2\right]-\frac{1}{2}a^{-2}\left(\partial_i\delta\sigma\partial^i\delta\sigma +\partial_i\delta s\partial^i\delta s\right)=\\\nonumber&& \frac{1}{2}\left[(\dot{\delta\sigma}-\dot\theta\delta s)^2+(\dot{\delta s}+\dot\theta\delta\sigma)^2\right] -\frac{1}{2}a^{-2}\left(\partial_i\delta\sigma\partial^i\delta\sigma +\partial_i\delta s\partial^i\delta s\right)=\\\nonumber&& \frac{1}{2}\left[\dot{\delta\sigma}^2+\dot\theta^2\delta s^2-2\dot\theta\delta s\dot{\delta\sigma}+\dot{\delta s}^2 +\dot\theta^2\delta\sigma^2+2\dot\theta\delta\sigma\dot{\delta s}\right]-\frac{1}{2}a^{-2}\left(\partial_i\delta\sigma\partial^i\delta\sigma +\partial_i\delta s\partial^i\delta s\right) \end{eqnarray} According to the above Lagrangian the equations of motion for $\delta\sigma$ and $\delta s$ become\footnote{The potential term in the second order of perturbations should be added to (\ref{two-field-lagrangian-simplified-order-2-M1=M2=1-adi-ent}) to make our results comparable with \cite{gordon}. This term is $-\frac{1}{2}\big(V_{\sigma\sigma}\delta\sigma^2+V_{\sigma s}\delta \sigma \delta s+V_{ss}\delta s^2\big)$.} \begin{eqnarray}\label{eq-mo-pert} &&\ddot{\delta\sigma}+3H\dot{\delta\sigma}-a^{-2}\partial^i\partial_i\delta\sigma+(V_{\sigma\sigma}-\dot\theta^2)\delta\sigma=2\dot\theta\dot{\delta s} +(\ddot\theta+3H\dot\theta-V_{\sigma s})\delta s\\\nonumber &&\ddot{\delta s}+3H\dot{\delta s}-a^{-2}\partial^i\partial_i\delta s+(V_{ss}-\dot\theta^2)\delta s=-2\dot\theta\dot{\delta \sigma} -(\ddot\theta+3H\dot\theta+V_{\sigma s})\delta \sigma \end{eqnarray} where $V_{\sigma s}=(\cos^2\theta-\sin^2\theta) V_{\vp\chi}+\sin\theta\cos\theta(V_{\chi\chi}-V_{\vp\vp})$. The above results are exactly same as (47) and (48) in \cite{gordon} when ignoring metric perturbations, see Appendix B. Now let us do the same procedure for the second order perturbations due to the first order correction term in (\ref{two-field-lagrangian-simplified-order-2}). At the first the terms containing time derivative \begin{eqnarray}\label{adi-ent-pert-correction-order-2}\nonumber &&\dot\delvp^2\big[6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\big]+ \dot\delchi^2\big[6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\big]+ \dot\delvp\dot\delchi\big[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\big]\\\nonumber&=& \bigg(\cos\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}+\sin\theta\hspace{2mm}\vec{N}.\dot{\vec\delta}\bigg)^2 \bigg[6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\bigg]+ \bigg(\sin\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}-\cos\theta\hspace{2mm}\vec{N}.\dot{\vec\delta}\bigg)^2 \bigg[6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\bigg]\\\nonumber&+& \bigg(\cos\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}+\sin\theta\hspace{2mm}\vec{N}.\dot{\vec\delta}\bigg) \bigg(\sin\theta\hspace{2mm}\vec{T}.\dot{\vec\delta}-\cos\theta\hspace{2mm}\vec{N}.\dot{\vec\delta}\bigg) \bigg[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\bigg]\\\nonumber&=& \big(\vec{T}.\dot{\vec\delta}\big)^2\times\bigg\{\cos^2\theta\bigg[6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\bigg] +\sin^2\theta\bigg[6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\bigg]\\\nonumber&&\hspace{2cm}+\sin\theta\cos\theta \bigg[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\bigg]\bigg\}\\\nonumber&+& \big(\vec{N}.\dot{\vec\delta}\big)^2\times\bigg\{\sin^2\theta\bigg[6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\bigg] +\cos^2\theta\bigg[6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\bigg]\\\nonumber&&\hspace{2cm}-\sin\theta\cos\theta \bigg[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\bigg]\bigg\}\\\nonumber&+& \big(\vec{T}.\dot{\vec\delta}\big)\big(\vec{N}.\dot{\vec\delta}\big)\times \bigg\{2\cos\theta\sin\theta\bigg(\big[6g_1\dot\vpb^2+3g_3\dot\vpb\dot\chib+(g_5+g_6)\dot\chib^2\big] -\big[6g_2\dot\chib^2+3g_4\dot\vpb\dot\chib+(g_5+g_6)\dot\vpb^2\big]\bigg)\\\nonumber&&\hspace{2.5cm}+\bigg(\sin^2\theta-\cos^2\theta\bigg) \bigg[3g_3\dot\vpb^2+3g_4\dot\chib^2+4(g_5+g_6)\dot\vpb\dot\chib\bigg]\bigg\} \end{eqnarray} which can be re-written as the following\footnote{Here we do not expand $\vec{T}.\dot{\vec\delta}$ and $\vec{N}.\dot{\vec\delta}$ since they contain no common terms to factorize. So their expansion may cause just messy stuffs without any physical interests.} \begin{eqnarray}\label{two-field-lagrangian-simplified-order-2-correction-terms} &&6\dot\sigma^2\big(\vec{T}.\dot{\vec\delta}\big)^2\times\bigg[g_1\cos^4\theta+g_2\sin^4\theta+g_3\cos^3\theta\sin\theta +g_4\cos\theta\sin^3\theta+(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \dot\sigma^2\big(\vec{N}.\dot{\vec\delta}\big)^2\times\\\nonumber&&\vspace{0cm}\bigg[(g_5+g_6)\bigg(\cos^4\theta+\sin^4\theta\bigg)+3(g_4-g_3)\bigg(\cos^3\theta\sin\theta -\cos\theta\sin^3\theta\bigg)+2\bigg(3(g_1+g_2)+2(g_5+g_6)\bigg)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& 3\dot\sigma^2\big(\vec{T}.\dot{\vec\delta}\big)\big(\vec{N}.\dot{\vec\delta}\big)\times\\\nonumber&& \bigg[-g_3\cos^4\theta+g_4\sin^4\theta+2\bigg(2g_1-(g_5+g_6)\bigg)\cos^3\theta\sin\theta-2\bigg(2g_2+(g_5+g_6)\bigg)\cos\theta\sin^3\theta +3(g_3-g_4)\cos^2\theta\sin^2\theta\bigg] \end{eqnarray} and similarly for the spatial differentiation \begin{eqnarray}\label{two-field-lagrangian-simplified-order-2-correction-terms-spatial} &-&2a^{-2}\dot\sigma^2(\partial_i\delta\sigma)^2\times\bigg[g_1\cos^4\theta+g_2\sin^4\theta+g_3\cos^3\theta\sin\theta +g_4\cos\theta\sin^3\theta+2(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&-& a^{-2}\dot\sigma^2(\partial_i\delta s)^2\times\vspace{0cm}\bigg[g_5\bigg(\cos^4\theta+\sin^4\theta\bigg)+(g_4-g_3)\bigg(\cos^3\theta\sin\theta -\cos\theta\sin^3\theta\bigg)+2(g_1+g_2-g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&-& a^{-2}\dot\sigma^2\partial_i\delta\sigma\partial^i \delta s\times\\\nonumber&& \bigg[-g_3\cos^4\theta+g_4\sin^4\theta+2\bigg(2g_1-(g_5+g_6)\bigg)\cos^3\theta\sin\theta-2\bigg(2g_2+(g_5+g_6)\bigg)\cos\theta\sin^3\theta +3(g_3-g_4)\cos^2\theta\sin^2\theta\bigg]. \end{eqnarray} Up to now we fully considered the second order perturbation terms in the language of adiabatic and entropy modes. In quadratic level the speed of sound is a matter of interest hence it is noteworthy to take a look at it. It is obvious to the above relations that $\delta \sigma$ and $\delta s$ can have different speeds of sound generally. To have a sense about it let's consider a special case that $\delta \sigma$ has $c_s=1$ and $\delta s$ has $c_s\neq 1$. To see this, assume the special case with $g_1=g_2=g_3=g_4=0$ and $g_5+g_6=0$. In this case the coefficients of $\dot{\delta\sigma}^2$ and $(\partial_i\delta\sigma)^2$ are same and result in $c_s=1$ for $\delta\sigma$\footnote{Note that we employ the standard definition of $c_s$. It means we skip the interaction terms between $\delta\sigma$ and $\delta s$ which exist even in quadratic level.}. But the coefficient of $\dot{\delta s}^2$ is $\frac{M^2}{2}$ and for $(\partial_i\delta s)^2$ is $-\frac{1}{2}a^{-2}(M^2-2g_5\dot\sigma^2)$ that means $c_s^2=1-2\frac{g_5\dot\sigma^2}{M^2}$. Note that here we write the $M$ explicitly to make the comparison of the terms easier. A characteristic property of $c_s$ is its $\dot\sigma^2$-dependence which seems interesting. However the effective field theory is valid where the correction terms are smaller than the leading terms in (\ref{most-general-lagrangian-simplified}) to have an acceptable expansion i.e. $\frac{\vert b_3^{IJKL}(\vpb)\vert\dot{\sigma}^2}{M^2}<1$. Even more, $\frac{\vert b_3^{IJKL}(\vpb)\vert\dot{\sigma}^2}{M^2}<<1$ should be satisfied to make skipping higher order correction terms in (\ref{most-general-lagrangian-simplified}) acceptable. So the speed of sound in this model is almost one. This fact shows that for the single field model the large non-Gaussinity is not expected. But in the following we will discuss on the case of multi-field models. In multi-field models even with $c_s\simeq 1$ the large non-Gaussianity can be occurred in some specific circumstances. One can do this procedure for the higher order perturbation terms (\ref{two-field-lagrangian-simplified-order-3}) and (\ref{two-field-lagrangian-simplified-order-4}) which are the fundaments of studying non-Gaussianity for multi-field models. The results are as follows\footnote{We here just consider the terms containing time derivatives and not any spatial derivatives. However the procedure is same.} for $a^{-3}\Delta{\cal{L}}^{(3)}$ \begin{eqnarray}\label{adi-ent-pert-correction-order-3}\nonumber &&4\dot\sigma\big(\vec{T}.\dot{\vec\delta}\big)^3\times\bigg[g_1\cos^4\theta+g_2\sin^4\theta+g_3\cos^3\theta\sin\theta +g_4\cos\theta\sin^3\theta+(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \dot\sigma\big(\vec{N}.\dot{\vec\delta}\big)^3\times\\\nonumber&&\vspace{0cm} \bigg[-g_4\cos^4\theta+g_3\sin^4\theta-2\bigg(2g_2-(g_5+g_6)\bigg)\cos^3\theta\sin\theta +2\bigg(2g_1-(g_5+g_6)\bigg)\cos\theta\sin^3\theta+3(g_4-g_3)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& 3\dot\sigma\big(\vec{T}.\dot{\vec\delta}\big)^2\big(\vec{N}.\dot{\vec\delta}\big)\times\\\nonumber&& \bigg[-g_3\cos^4\theta+g_4\sin^4\theta+2\bigg(2g_1-(g_5+g_6)\bigg)\cos^3\theta\sin\theta-2\bigg(2g_2-(g_5+g_6)\bigg)\cos\theta\sin^3\theta +3(g_3-g_4)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& 2\dot\sigma\big(\vec{T}.\dot{\vec\delta}\big)\big(\vec{N}.\dot{\vec\delta}\big)^2\times\\\nonumber&& \bigg[(g_5+g_6)\bigg(\cos^4\theta+\sin^4\theta\bigg)+3(g_4-g_3)\bigg(\cos^3\theta\sin\theta-\cos\theta\sin^3\theta\bigg) +\bigg(3(g_1+g_2)-2(g_5+g_6)\bigg)\cos^2\theta\sin^2\theta\bigg] \end{eqnarray} and for $a^{-3}\Delta{\cal{L}}^{(4)}$ it becomes \begin{eqnarray}\label{adi-ent-pert-correction-order-4}\nonumber &&\big(\vec{T}.\dot{\vec\delta}\big)^4\times\bigg[g_1\cos^4\theta+g_2\sin^4\theta+g_3\cos^3\theta\sin\theta +g_4\cos\theta\sin^3\theta+(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \big(\vec{N}.\dot{\vec\delta}\big)^4\times \bigg[g_2\cos^4\theta+g_1\sin^4\theta-g_4\cos^3\theta\sin\theta -g_3\cos\theta\sin^3\theta+(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \big(\vec{T}.\dot{\vec\delta}\big)^3\big(\vec{N}.\dot{\vec\delta}\big)\times\\\nonumber&& \bigg[-g_3\cos^4\theta+g_4\sin^4\theta+2\bigg(2g_1-(g_5+g_6)\bigg)\cos^3\theta\sin\theta-2\bigg(2g_2-(g_5+g_6)\bigg)\cos\theta\sin^3\theta +3(g_3-g_4)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \big(\vec{T}.\dot{\vec\delta}\big)\big(\vec{N}.\dot{\vec\delta}\big)^3\times\\\nonumber&& \bigg[-g_4\cos^4\theta+g_3\sin^4\theta-2\bigg(2g_2-(g_5+g_6)\bigg)\cos^3\theta\sin\theta+2\bigg(2g_1-(g_5+g_6)\bigg)\cos\theta\sin^3\theta +3(g_4-g_3)\cos^2\theta\sin^2\theta\bigg]\\\nonumber&+& \big(\vec{T}.\dot{\vec\delta}\big)^2\big(\vec{N}.\dot{\vec\delta}\big)^2\times\\\nonumber&& \bigg[(g_5+g_6)\bigg(\cos^4\theta+\sin^4\theta\bigg)+3(g_4-g_3)\bigg(\cos^3\theta\sin\theta-\cos\theta\sin^3\theta\bigg) +2\bigg(3(g_1+g_2)-2(g_5+g_6)\bigg)\cos^2\theta\sin^2\theta\bigg]. \end{eqnarray} Now let us just consider the terms containing $(\vec{T}.\dot{\vec\delta}\big)$ and write them together as\footnote{Note that the coefficient of $\big(\vec{T}.\dot{\vec\delta}\big)^2$ in (\ref{two-field-lagrangian-simplified-order-2-correction-terms}) is $6$. But by comparison to (\ref{two-field-lagrangian-simplified-order-2-correction-terms-spatial}), $2$ of $6$ appear in definition of the speed of sound, $c_s$, (exactly same as the second line in (\ref{scalar-perturbation})) and what remains is $4\big(\vec{T}.\dot{\vec\delta}\big)^2$.} \begin{eqnarray}\label{Tdelta}\nonumber 4\dot\sigma^2\bigg[g_1\cos^4\theta+g_2\sin^4\theta+g_3\cos^3\theta\sin\theta +g_4\cos\theta\sin^3\theta+(g_5+g_6)\cos^2\theta\sin^2\theta\bigg]\times \bigg(\big(\vec{T}.\dot{\vec\delta}\big)^2+ \big(\vec{T}.\dot{\vec\delta}\big)^3/\dot\sigma+\frac{1}{4}\big(\vec{T}.\dot{\vec\delta}\big)^4/\dot\sigma^2\bigg) \end{eqnarray} Comparison the above relation with the relation in (\ref{scalar-perturbation}) manifests that $\sigma$, $[...]$ and $\big(\vec{T}.\dot{\vec\delta}\big)$ play the role of $\vpb$, $f(\vpb)$ and $\dot\delvp$ respectively. The significant property of this model is the appearance of $\big(\vec{T}.\dot{\vec\delta}\big)$ and $\big(\vec{N}.\dot{\vec\delta}\big)$ or equivalently $(\dot{\delta\sigma}-\dot\theta\delta s)$ and $(\dot{\delta s}+\dot\theta\delta \sigma)$ respectively. This means that $\dot{\delta\sigma}$ and $\delta s$ are always together and the same for $\dot{\delta s}$ and $\delta\sigma$. This characteristic feature of this model has some observational consequences which are discussed in the following. \subsubsection{The Amplitude of Non-Gaussianity} Now we are going to estimate the non-Gaussianity amplitude. To do this one procedure is comparison between the non-linear terms and the linear ones. Mathematically, the amplitude of non-Gaussianity $f_{NL}$, bi-spectrum, can be estimated as $\frac{{\cal{L}}^{(3)}}{{\cal{L}}^{(2)}}\times\zeta^{-1}$ where $\zeta$ is the curvature perturbation \cite{baumann}. Note that the dominant amplitude of the terms containing time derivatives comes from their amplitude at horizon crossing. At this time $\frac{d}{dt}\sim H$ where $H$ is the Hubble constant. Hence for the second order perturbations the Lagrangian ${\cal{L}}^{(2)}$ can be written in an abstract form as $\{H^2, H \dot{\theta}, \dot{\theta}^2\}\times M^2 \times \delta\sigma^2$. The same analyze for ${{\cal{L}}^{(3)}}$ results in $\{H^3, H^2 \dot{\theta}, H \dot{\theta}^2, \dot{\theta}^3\}\times f(g_i) \times \dot\sigma \times \delta\sigma^3$. So in an abstract form \begin{eqnarray}\label{fNL} \frac{{\cal{L}}^{(3)}}{{\cal{L}}^{(2)}}=\frac{\{H^3, H^2 \dot{\theta}, H \dot{\theta}^2, \dot{\theta}^3\}}{\{H^2, H \dot{\theta}, \dot{\theta}^2\}}\times\bigg(\frac{f(g_i)}{M^2}\dot\sigma^2\bigg)\times \frac{\delta\sigma}{\dot\sigma}=\frac{\{H^3, H^2 \dot{\theta}, H \dot{\theta}^2, \dot{\theta}^3\}}{H\times\{H^2, H \dot{\theta}, \dot{\theta}^2\}}\times\bigg(\frac{f(g_i)}{M^2}\dot\sigma^2\bigg)\times \zeta \end{eqnarray} where $\zeta\sim \frac{H\delta\sigma}{\dot\sigma}$ is interpreted as curvature perturbation. Now we consider two different regimes $\dot{\theta}<<H$ and $\dot{\theta}>>H$. The first regime, $\dot{\theta}<<H$, physically means that the model is a single field model effectively. In this case the amplitude of bi-spectrum can be approximated by \begin{eqnarray}\label{fNL-thetadot<<H} f_{NL}\sim\frac{{\cal{L}}^{(3)}}{{\cal{L}}^{(2)}}\zeta^{-1}\sim\frac{f(g_i)}{M^2}\dot\sigma^2 \end{eqnarray} but remember that the validity of the effective field theory imposes $\frac{f(g_i)}{M^2}\dot\sigma^2<1$. So in this case as mentioned before there is no significant non-Gaussianity which is in agreement with the single field models of inflation \cite{chen}. But the other case, $\dot{\theta}>>H$, means that the classical path in the phase space is highly curved \cite{ana}. In other words it means the classical path in the phase-space is far from a straight line ($\dot\theta=0$). So the existence of the entropic field is unavoidable. For this case the amplitude of $f_{NL}$ is \begin{eqnarray}\label{fNL-thetadot>>H} f_{NL}\sim\frac{{\cal{L}}^{(3)}}{{\cal{L}}^{(2)}}\zeta^{-1} \sim\frac{\dot\theta}{H}\times\bigg(\frac{f(g_i)}{M^2}\dot\sigma^2\bigg). \end{eqnarray} Now the factor $\frac{\dot\theta}{H}\times(\frac{f(g_i)}{M^2}\dot\sigma^2)$ can be large and results in large non-Gaussianity consequently. So the large curvature of the classical path in the phase-space results in the large non-Gaussianity. Though this result can be compared to the other works in the literature \cite{gpmulti} and in the effective field theory context \cite{eftmulti} but the curvature of the classical path is restricted due to observed scale invariant power spectrum \cite{max}. For a moment let us relax the constraint on the $\frac{f(g_i)}{M^2}\dot\sigma^2$. Consequently the correction terms in (\ref{two-field-lagrangian-simplified}) causes the large non-Gaussinity. However the relaxation of the constraint can be justified by assuming that our model is completely described by (\ref{two-field-lagrangian-simplified}) without any higher order correction terms. This needs fine tuning which is not impossible but it is not natural. However there is another method to rationalize this assumption. Instead of fine tuning the model automatically shows this property via for example Vainshtein mechanism \cite{derham,vain}. The same is applicable for tri-spectrum by an estimation as $\tau_{NL}\sim\frac{{\cal{L}}^{(4)}}{{\cal{L}}^{(2)}}\times\zeta^{-2}$. The fourth order Lagrangian, ${{\cal{L}}^{(4)}}$, can be written in the abstract form as $\{H^4,H^3\dot\theta, H^2 \dot{\theta}^2, H \dot{\theta}^3,H \dot{\theta}^3,\dot\theta^4\}\times f(g_i) \times \delta\sigma^4$ and then \begin{eqnarray}\label{tNL-thetadot<<H} \tau_{NL}\sim\frac{{\cal{L}}^{(4)}}{{\cal{L}}^{(2)}}\zeta^{-2}\sim\frac{f(g_i)}{M^2}\dot\sigma^2 \end{eqnarray} for $\dot\theta<<H$ and \begin{eqnarray}\label{tNL-thetadot>>H} \tau_{NL}\sim\frac{{\cal{L}}^{(4)}}{{\cal{L}}^{(2)}}\zeta^{-2} \sim\left(\frac{\dot\theta}{H}\right)^2\times\bigg(\frac{f(g_i)}{M^2}\dot\sigma^2\bigg). \end{eqnarray} for $\dot\theta>>H$. \subsubsection{The Shape of Non-Gaussianity} Now let us focus on the shape of possible non-Gaussinity predicted by our model. In principle all the possible interaction terms between $\delta\sigma$, $\delta s$ and their derivatives exist in our model. This fact means all the non-Gaussianity shape can be produced. However the amplitude of different shapes are different. As a general argument it can be emphasized that for different regimes of $\frac{\dot\theta}{H}$ different shapes are dominant. For the case $\dot\theta<<H$ the terms containing time derivatives become dominated. This means in this limit the equilateral shape is the main one among the others. But it does not mean the other shapes do not exist i.e. the ``Cosine" between different shapes are not zero. In the other limit, $\dot\theta>>H$, the terms without derivative become dominant and then the local shape is dominant. This result is in agreement with the prediction for multi-field inflation models \cite{chen}. Note that in \cite{senatore} since the additional entropy perturbations are added by symmetry then they do not have any term without derivative in their Lagrangian. In this sense they do not predict a dominant local shape for their model which is in disagreement with our result. A characteristic feature of this model is appearance of just two combinations of the fields i.e. $\vec{T}.\dot{\vec{\delta}}$ and $\vec{N}.\dot{\vec{\delta}}$ in all the terms including the second, third and fourth orders. To explain what is the physical result of this fact let us concentrate on $\vec{T}.\dot{\vec{\delta}}=\dot{\delta\sigma}-\dot\theta\delta s$, as an example. The third order term of this combination is $(\vec{T}.\dot{\vec{\delta}})^3=\dot{\delta\sigma^3}- 3\dot\theta\dot{\delta\sigma^2} \delta s+3\dot\theta^2\dot{\delta\sigma} \delta s^2 -\dot\theta^3\delta s^3$. Without worrying about the amplitude in this part let us focus on the first and the last term. The definite prediction of this model is that if any equilateral non-Gaussianity due to the first term, i.e. $\dot{\delta\sigma^3}$, be observed then it has to be observed a local non-Gaussianity due to the last term\footnote{ Note that due to the first equation of motion in (\ref{eq-mo-pert}) the $\delta s$ sources $\delta \sigma$.}, i.e. $\delta s^3$. So the non-Gaussianity predicted by this model cannot be pure e.g. pure equilateral shape. Hence mathematically, the ``Cosine" between two shapes cannot be zero and more the ``Cosine" depends on the $\dot\theta$ and is fixed by the model. This argument is true for the other third order terms as well as fourth order ones. To conclude, it seems that this model predicts a definite combination of different shapes for the non-Gaussianity if the amplitude allows to observe them. \subsection{An Example} In this subsection we are going to show how the general statements mentioned before do work in a simple example. Here we assume that all the $g_i$'s vanish except $g_1(\vp,\chi)$\footnote{Note that except here in the rest of the paper we assumed that $g_i$'s are constant as a matter of simplification. But here we would like to show how the functionality of $g_i$'s may affect the final result.} which is a generalization of the model in \cite{paolo1}. In addition we assume there is no potential term\footnote{Note that the most general form of the potential term can be supposed. But as mentioned in \cite{baumann-green}, in the slow-roll regime there is no interesting non-Gaussianity prediction for single field models. However for multi-field models the potential term can result in large non-Gaussianity which considered in \cite{gpmulti}. Here, we restrict our calculations to kinetic terms.}. According to the background Lagrangian (\ref{two-field-lagrangian-simplified-order-0}) the equations of motion for our special case become \begin{eqnarray}\label{special-case-eq.of.motion} &&\ddot{\vp}\big(1+12 \frac{g_1}{M^2}\dot\vp^2\big)+3H\dot\vp\big(1+4 \frac{g_1}{M^2}\dot\vp^2\big)+\frac{1}{M^2}\dot\vp^3\bigg(3\dot\vp\frac{\partial g_1}{\partial \vp}+4\dot\chi\frac{\partial g_1}{\partial \chi}\bigg)=0\\\nonumber &&\ddot{\chi}+3H\dot\chi-\frac{1}{M^2}\dot\vp^4\frac{\partial g_1}{\partial\chi}=0 \end{eqnarray} where $M=M_1=M_2$ is assumed. On the other hand, what can cause the significant non-Gaussianity is $\dot\theta$ as mentioned before. In general due to the definition of $\theta$ in (\ref{tangent-normal-vector}), $\dot\theta$ can be read as \begin{eqnarray}\label{dot-theta}\nonumber \dot\theta=\frac{-\ddot\vp\dot\chi+\dot\vp\ddot\chi}{\dot\vp^2+\dot\chi^2} \end{eqnarray} and in our special case by considering (\ref{special-case-eq.of.motion}) it becomes (up to the first order of $g_1\frac{\dot\vp^2}{M^2}$) \begin{eqnarray}\label{dot-theta-special-case}\nonumber \frac{\dot\theta}{H}\simeq24 \bigg(-g_1 \frac{\dot\vp^2}{M^2}\bigg)\frac{\dot\vp\dot\chi}{\dot\vp^2+\dot\chi^2}+\frac{1}{H} \frac{1}{M^2}\frac{\dot\vp^3}{\dot\vp^2+\dot\chi^2}\bigg[3\frac{\partial g_1}{\partial\vp}\dot\vp\dot\chi+\frac{\partial g_1}{\partial\chi}\big(\dot\vp^2+4\dot\chi^2\big)\bigg]. \end{eqnarray} The condition $g_1 \frac{\dot\vp^2}{M_1^2}<1$ ensures the validity of the effective field theory. So it is not bad to estimate $24g_1 \frac{\dot\vp^2}{M_1^2}\sim 1$. Then due to the first term $\frac{\dot\theta}{H}\sim \frac{\dot\vp\dot\chi}{\dot\vp^2+\dot\chi^2}$ which means the maximum of $f_{NL}$ in (\ref{fNL-thetadot>>H}) is less than one. A successful inflation in the slow-roll regime restricts the value of the field velocities which may restrict more the above estimation. To discuss on the second term let us divide $g_1(\vp,\chi)$ to its amplitude and functionality as $g_1(\vp,\chi)=\mid g_1\mid\times f(\vp,\chi)$ such that $\mid g\mid$ is the amplitude of the $g_1(\vp,\chi)$ and $f(\vp,\chi)$ represents its functional form. So the second term can be estimated as (by assuming $\dot\vp\sim\dot\chi$) \begin{eqnarray}\label{dot-theta-special-case-second-term}\nonumber \frac{\dot\theta}{H}\simeq \bigg(\mid g_1\mid\frac{\dot\vp^2}{M^2}\bigg)\frac{\dot\vp}{2H}\bigg[3\frac{\partial f}{\partial\vp}+5\frac{\partial f}{\partial\chi}\bigg], \end{eqnarray} where $\mid g_1\mid \frac{\dot\vp^2}{M^2}<1$ has to be satisfied. On the other hand one of the Friedmann equations (in the absence of the potential) is $H^2=\frac{M^2}{2}\dot\vp^2+\frac{M^2}{2}\dot\chi^2\sim M^2\dot\vp^2$ for the zeroth order of $g_1 \frac{\dot\vp^2}{M^2}$. Now if $\frac{\partial f}{\partial\vp}$ or $\frac{\partial f}{\partial\chi}$ have the significant amplitude with respect to $M$ then a large amplitude of non-Gaussianity would be expected. This can be realized by assuming sharp features in the functionality of $g_1(\vp,\chi)$ maybe due to a phase transition. \subsection{Some Clarifications on Differences with Senatore and Zaldarriaga \cite{senatore}} The significant difference is the existence of the terms containing the adiabatic and entropy perturbations themselves not just their derivatives. The reason for this difference is in how the effective field theory is constructed in \cite{senatore}. As mentioned before in their model the adiabatic mode is borrowed from \cite{paolo} which satisfies a shift symmetry. Then the entropy modes are added and satisfy the shift symmetry too. Consequently, in their formalism they have just derivative of perturbations. But in contrast we do not start with distinguishable fields then we do not have any difference between the perturbations initially. So by this starting point we had to define the adiabatic and entropy perturbations. This is what has been done in this section in details. Now the question is that is there any special transformation for adiabatic and entropy perturbation in our model? Yes, it is locally rotated shift transformation i.e. \begin{eqnarray}\label{locally-rotated-shift-symm.} \delta\sigma\rightarrow\delta\sigma+(c_1 \cos\theta+c_2\sin\theta)\\\nonumber \delta s\rightarrow\delta s+(c_1 \sin\theta-c_2\cos\theta) \end{eqnarray} where $\theta=\arctan(\dot\chi/\dot\vp)$. Note that the rotational angle depends on the background fields time evolution. To achieve this result, the starting point is the Lagrangian for two fields i.e. the relations (\ref{two-field-lagrangian-simplified-order-2}), (\ref{two-field-lagrangian-simplified-order-3}) and (\ref{two-field-lagrangian-simplified-order-4}). By looking at these relations it is obvious that $\delvp\rightarrow\delvp+c_1$ and $\delchi\rightarrow\delchi+c_2$ is a symmetry of the model where $c_1$ and $c_2$ are two independent arbitrary constants. So due to (\ref{adi-ent-perturbations}) one can get the above relation (\ref{locally-rotated-shift-symm.}) as the corresponding transformation of $\delta \sigma$ and $\delta s$. According to this relation the invariant terms corresponding to $\dot{\delvp}$ and $\dot{\delta \chi}$ are not $\dot{\delta\sigma}$ and $\dot{\delta s}$ but \begin{eqnarray}\label{invariant-combination} \dot{\delta\sigma}-\dot\theta\delta s\rightarrow\dot{\delta\sigma}-\dot\theta\delta s\\\nonumber\dot{\delta s}+\dot\theta\delta \sigma\rightarrow\dot{\delta s}+\dot\theta\delta \sigma \end{eqnarray} which are $\vec T.\dot{\vec\delta}$ and $\vec N.\dot{\vec\delta}$ respectively. Not surprisingly, these terms construct whole Lagrangian in adiabatic and entropy perturbations language as seen previously. So it seems initially supposed adiabatic perturbation in \cite{senatore} results in lack of all possible terms in the effective Lagrangian. Our proposition to solve this problem is based on the discussion in this subsection. The main building blocks for an effective field theory of multi-field inflation are not $\dot{\delta\sigma}$ and $\dot{\delta s}$ but they are $\vec T.\dot{\vec\delta}$ and $\vec N.\dot{\vec\delta}$. So the most general Lagrangian for the perturbations in the multi-field context should be written as\footnote{Note that here we just consider the time derivative since in the discussion of this section there is no difference between our model and \cite{senatore} for the terms containing spatial derivatives. This is because the background is not spatial dependent. Remember that the angle of rotation just depends on time.} \begin{eqnarray}\label{general-perturbation-lag.-adi-ent.} \Delta{\cal{L}}\propto \sum_{m,n} c_{mn} \bigg(\vec T.\dot{\vec\delta}\bigg)^m\bigg(\vec N.\dot{\vec\delta}\bigg)^n \end{eqnarray} for arbitrary $c_{mn}$. The above Lagrangian can be considered as the effective field theory for the two-field inflation in the language of \cite{senatore} but with additional terms. Note that the above result can be generalized to multi-field inflation as \begin{eqnarray}\label{general-perturbation-lag.-adi-ent.-multi} \Delta{\cal{L}}\propto \sum c_{{n_0},{n_1},...,{n_N}} \bigg(\vec T.\dot{\vec\delta}\bigg)^{n_0}\bigg(\vec N_1.\dot{\vec\delta}\bigg)^{n_1}\bigg(\vec N_2.\dot{\vec\delta}\bigg)^{n_2}...\bigg(\vec N_N.\dot{\vec\delta}\bigg)^{n_N} \end{eqnarray} where $\vec T$ and $\vec N_i$'s are a set of orthonormal vectors for an $(N+1)$-field model. \section{Conclusions} In this work the effective field theory of multi-field inflation has been studied as a generalization of Weinberg's idea \cite{weinberg} for a single field. In this approach the most general Lagrangian is built by using all the covariant terms of the fields. Though effectively the terms with higher order derivatives are interested in the higher energy scales. In this work we restricted the model to the first correction terms. They results in up to fourth order terms in perturbations. Then due to the physical interests we switched to the adiabatic and entropy formalism. It has been shown that generally these modes can have different speeds of sound. By considering the non-linear terms we studied the non-Gaussinity in this model. It has been shown that the amplitude of non-Gaussianity can be significant when the curvature of the classical path in the phase-space becomes large. For example a sharp turn in the classical path can realize it. However it seems that existence of the higher order derivative terms in the Lagrangian cannot produce large non-Gaussinity. The bottom line for this fact is the strong constraint on the coefficients to keep the effective field theory valid. But there is an idea that it is possible to take the higher order correction terms under control automatically, e.g. by Vainshtein mechanism. This relaxes the constraint on the coefficient of the correction terms and results in large non-Gaussianity. On the other hand the structure of the interacting terms in the Lagrangian predicts the existence of all the shapes of non-Gaussinity with the different amplitude for different cases. But the characteristic feature of the model is that the non-Gaussinities are correlated. That means if there is a local non-Gaussinity due to the entropy mode then certainly there is a non-Gaussinity in adiabatic mode which is equilateral. The amplitude of these different types of non-Gaussinities are not independent. In contrast to \cite{senatore}, the adiabatic and entropy perturbations are not distinguishable initially. This fact results in the existence of the perturbations as well as their derivatives. In other words the adiabatic and entropy perturbations are not invariant under the shift symmetry of original fields. However a combination of them is invariant under such a symmetry. These combinations are ``$\dot{\delta\sigma}-\dot\theta\delta s$" and ``$\dot{\delta s}+\dot\theta\delta \sigma$" or in other form $\vec T.\dot{\vec\delta}$ and $\vec N.\dot{\vec\delta}$ respectively. This result is important for constructing the effective field theory for multi-field inflation and causes the additional terms with respect to what is considered in \cite{senatore}. \begin{acknowledgments} We would like to thank B. A. Bassett, H. Firouzjahi, J. Fonseca, H. R. Sepnagi, N. Sivanandam and M. M. Sheikh-Jabbari for their comments. We are grateful of T. Battefeld for his very useful comments and careful reading of the manuscript. We also specially thank P. Creminelli for very fruitful discussions and comments. We would like to thank ICTP for their warm hospitality and support when this work was initiated. \end{acknowledgments}
{ "timestamp": "2012-03-13T01:01:21", "yymm": "1203", "arxiv_id": "1203.2266", "language": "en", "url": "https://arxiv.org/abs/1203.2266" }
\section{Introduction} Periodically ordered arrays of nanoparticles, colloidal crystals, crystalline mesophases formed from surfactant molecules or block copolymers, etc. are all examples of complex periodic structures that can occur in soft matter systems. Since often the interactions between the constituent particles of these structures are to a large degree tunable, one has the possibility of producing materials with ``tailored'' properties which have potential applications in nanotechnological devices \cite{1,2,3,4,5}. When seeking to provide theoretical guidance for understanding structure-property relations in such complex soft matter systems, a basic issue is how to judge the relative stability of competing candidate structures, i.e. to distinguish the stable structure (having the lowest free energy) from the metastable ones. For standard crystals formed from atoms or small molecules, this question can be answered by comparing ground state energies of the competing structures (and --if necessary-- also taking entropic contributions from lattice vibrations into account, within the framework of the harmonic approximation). In soft matter systems, disorder in the structure and thermally driven entropic effects rule out such an approach, and hence there is a need for computer simulation methods that compute the free energy of the various complex structures. However, as is well known, the free energy of a model system is not a direct output of either Molecular Dynamics or Monte Carlo simulations, and special techniques have to be used \cite{6,7,8,9,10,11}. In principle, one can obtain the absolute free energy of a structure by linking it to some reference state of known free energy by means of thermodynamic integration (TI) \cite{6,7,8,9,10,11,12,13,14,15,16}. The strengths of TI are that it is both conceptually simple and often straightforward to implement. Its principal drawback is that the quantity of interest, namely the free energy {\em difference} between candidate structures is typically orders of magnitude smaller than the absolute free energies of the individual structures which TI measures. Essentially, therefore, TI estimates a small number by taking the difference of two large ones; As a consequence, the precision of the method is limited and an enormous (even sometimes wasteful) investment of computer resources may be needed to resolve free energy difference accurately \cite{9}. A much more elegant approach, albeit one which is not quite so easy to implement as TI, is the ``phase switch Monte Carlo'' \cite{17a,17,18,19,20,21,21a} technique. This method is potentially more powerful than TI because it focuses directly on the small free energy difference between the structures to be compared, rather than their absolute free energies. In previous work, the precision of the method was demonstrated in the context of measurements of the free energy difference between fcc and hcp structures of hard spheres \cite{19}, the phase behaviour of Lennard-Jones crystals \cite{19} and as a means of studying liquid-solid phase transitions \cite{17}. In the latter case, simple model systems containing only a few hundred particles could be studied, while for the study of the fcc-hcp free energy difference \cite{17a,20} larger systems of up to $1728$ particles could be studied by virtue of the fact that these crystals only differ in their packing sequence of close-packed triangular defect-free lattice planes. However, it is an open question as to what system sizes one can attain with the phase switch method for more general crystalline systems, including -- as in the present work -- ones which exhibit considerable structural disorder (``soliton staircases'', see below). Furthermore, there have hitherto been no like-for-like comparisons of the TI and phase switch methods on the same system, so whilst their are good reasons for {\em presuming} the superiority of phase switch (in terms of precision delivered for a given computational investment), this has never actually been quantified. In the present paper, we address these matters, considering as a generic example a two-dimensional colloidal crystal in varying geometrical confinement \cite{22,23,24,25,26}. As is well-known, two dimensional colloidal crystals are experimentally much studied model systems \cite{27,28,29,30,31,32,33,34,35,36,37,38} comprising, for example, polystyrene spheres containing a superparamagnetic core adsorbed at the air-water-interface. Applying a magnetic field oriented perpendicular to this interface creates a repulsive interaction that scales like $r ^{-3}$, ($r$ being the particle separation), whose magnitude is controlled by the magnetic field strength \cite{27}. Lateral confinement of such two-dimensional crystals can be effected mechanically or by laser fields (if the latter are also applied in the bulk of such a crystal, one can study laser-induced melting and/or freezing \cite{39,40,41,42}). Of course, there exist many related problems in rather different physical contexts (``dusty plasmas'' \cite{43,44}, i.e. negatively charged SiO$_2$ fine particles with 10$\mu m$ diameter in weakly ionized $rf$ discharges; lattices of confined spherical block copolymer micelles \cite{45}; vortex matter in slit channels \cite{46}, etc.). However, our study does not address a specific system, rather we focus on the methodological aspects of how one can study such problems by computer simulation. The outline of the present paper is a follows. In Sec. 2, we summarize the key facts about our model, namely strips of two-dimensional crystals confined between two walls where structural phase transitions may occur when the distance between the (corrugated) rigid boundaries is varied \cite{23,24,25,26,47,48,49} (i.e., a succession of transitions in the number of crystal rows $n$ parallel to the walls occur, $n \rightarrow n-1 \rightarrow n-2$, with increasing compression, accompanied by the formation of a ``soliton staircase'' at the walls \cite{23,24,25,26}). In Sec. 3, the methods that are used are briefly described: the thermodynamic integration method of Schmid and Schilling \cite{15,16} is used as a baseline, while the main emphasis is on the phase switch Monte Carlo method (implementation details of which are deferred to an Appendix). In Sec. 4 we describe the results of the application of these techniques to the model of Sec. 2. We show that phase switch Monte Carlo \cite{17,18,19} can accurately locate the phase transitions despite the need to deal with thousands of particles, and is orders of magnitude more efficient than thermodynamic integration. Sec. 5 summarizes some conclusions. \section{Structural Transitions in Crystalline Strips confined by corrugated boundaries: Phenomenology} Here we introduce the model for which our methodology is exemplified, and recall briefly the main findings concerning the rather unconventional transitions that have been detected \cite{23,24,25,26}, as far as they are relevant for the present study. We consider monodisperse colloidal particles in a strictly two-dimensional geometry, which then are treated like point particles in a plane interacting with a suitable effective potential $V(r)$ that depends only on the interparticle distance $r$. In the real systems \cite{27,29,30,31,32,33} this potential is purely repulsive, but due to the magnetostatic dipole-dipole interaction (whose strength is controlled by the external magnetic field) it is very slowly decaying, $V(r) \propto r ^{-3}$. Since we here are not concerned with quantitative comparisons with real experimental data on such systems, we simplify the problem by adopting a computationally more efficient $r^{-12}$ potential, in accord with previous work \cite{23,24,25,26}. Moreover, to render it strictly short-ranged, we introduce a cutoff $r_c$, such that $V(r \geq r_c)\equiv 0$, and employ a smoothing function to make $V(r)$ differentiable at $r=r_c$. Thus, the model potential used is \begin{equation} \label{eq1} V(r) = \varepsilon\Big[(\sigma/r)^{12} - (\sigma/r_c)^{12} \Big] \Big[\frac{(r-r_c)^4}{h^4 + (r-r_c)^4}\Big] \quad , \end{equation} with parameters $r_c=2.5\sigma$ and $h=0.01 \sigma$. Henceforth, the particle diameter $\sigma=1$ defines the length units in our model, and for the energy scale, $\varepsilon=1$ is taken, while Boltzmann's constant $k_B=1$. It is known that at $T=0$ the ground state of this model is a perfect triangular lattice, with a lattice spacing $a$ related to the choice of number density $\rho=N/V$ (with $N$ the particle number and $V$ the (two-dimensional) ``volume'' of the system) via \begin{equation} \label{eq2} a^2 =2 / (\sqrt{3} \rho) \quad . \end{equation} Assuming the physical effect of truncating the potential can be neglected, only the choice of the combination $X=\rho (\varepsilon/k_BT)^{1/6}$ controls the phase behavior \cite{49a}. Thus, following previous work in the NVT-ensemble it suffices to choose a single density when the temperature variation is considered \cite{23,50}. For the particular choice $\rho=1.05$, the melting transition of this model is known to occur at about $T=T_m \approx 1.35$ \cite{50}. Note that here we are not at all concerned with the peculiarities of melting in two dimensions \cite{51}, and hence we focus on a temperature deep within the crystalline phase, $T=1$. Although it is known that the density of vacancies and interstitials in $d=2$ for any nonzero temperature is also nonzero in thermal equilibrium \cite{51,52}, for the chosen particle number $N= 3240$ the system is essentially defect free, since the densities of these point defects at $T=1$ are extremely small \cite{23,50}. \begin{figure} \includegraphics[scale=0.28, clip=true]{fig1.eps} \caption{\label{fig1} Sketch of the system geometry, showing the fixed wall particles (black spheres) and the mobile particles (gray spheres). The orientation of the coordinate axes is indicated, as well as the lattice spacing of the triangular lattice ($a$) and the linear dimensions $L_x,D$ of the system.} \end{figure} The geometry of the present system is a $D \times L_x$ slit, confined in the y-direction and periodic in the x-direction. In the y-direction there are $n_y=30$ rows of the triangular lattice, each containing $n_x=108$ particles, stacked upon each other. The $x$-direction coincides with a lattice direction so that $L_x=n_xa$. The confining boundaries (one at the top and one at the bottom of the system) each take the form of a double rows of particles in which the particles are rigidly fixed at the sites of a perfect triangular lattice (Fig.~\ref{fig1}). These rows of fixed particles represent rigid corrugated walls, essentially acting as a periodic wall potential on the mobile particles. While the distance of the first row at the upper wall from the first row of mobile particles in the ideal stress-free crystal is simply $D=n_y a \sqrt{3}/2$, in the following we are interested in the response of the system when the walls occur at a smaller distance, caused by a misfit $\Delta$, defined via \cite{53} \begin{equation} \label{eq3} D=(n_y - \Delta) a \sqrt{3} / 2 \quad . \end{equation} As described in the previous work \cite{23,24,25,26}, standard Monte Carlo simulation \cite{6,7} allows one to study this model at various values of $\Delta$, and also sample the stress $\sigma=\sigma_{yy} - \sigma_{xx}$ ($\sigma_{\alpha \beta}$ are the Cartesian components of the pressure tensor) applying the virial formula \cite{6,7}. Fig.~\ref{fig2} shows that when one starts out with the perfect crystal $(n_y=30)$ with no misfit, the crystal already shows a small finite stress, because the rigid wall particles somewhat hinder the vibrations of the mobile particles in their potential wells, but this effect is of no importance here. Rather we focus on the (slightly nonlinear) increase of the stress up to about $\Delta =\Delta_c \approx 2$, followed by the (almost) discontinuous decrease, and the subsequent increases again with further enhancement of the misfit. A previous structural analysis has revealed \cite{23,24,25,26} that the sudden decrease of stress is due to a transition in the number of rows in the crystal, $n_y \rightarrow n_y -1=29$. However, since in the NVT ensemble the particle number is conserved, the $n_x=108$ particles of the row that disappears must be redistributed among the remaining rows. A closer examination of the structure revealed that none of these particles enter the two rows adjacent to the rigid walls, instead they all go into the $n_y-3=27$ rows of the system that are further away from the walls. Thus, in the present case, the particle number per row becomes $n'_x+n_x/(n_y-3)=n_x+4$, and this leads to a new lattice spacing in the $x$-direction of $a'=a/(1+4/n_x)$, which is no longer commensurate with the spacing between the particles forming the rigid walls (or the two immediately adjacent layers which remain commensurate with them). While for the rows in the center of the system (near $n_y/2)$ this compression of the lattice spacing occurs uniformly along the $x$-direction, this is not the case close to the walls, which provide a periodic potential (with periodicity $a$) that acts on the row of mobile particles a little further inside the slit. The fact that on the scale $L_x$ the effective wall potential exhibits $n_x$ minima but that $n'_x=n_x+4$ particles need to be accommodated, leads to the formation of a lattice of solitons close to both walls (``soliton staircase'') \cite{54,55}, as depicted for an idealized case in Fig.~\ref{fig3}. \begin{figure} \includegraphics[scale=0.32, clip=true]{fig2.eps} \caption{\label{fig2} Stress $\sigma$ plotted vs. misfit $\Delta$, for a system of $N=3240$ particles, and using different starting configurations having $n_y=30$, $n_y=29$, and $n_y=28$, as indicated in the figure. Note the huge hysteresis of the $n_y=30 \rightarrow n_y=29$ and $n_y=29 \rightarrow n_y=28$ transitions. For further explanations see the main text.} \end{figure} \begin{figure} \includegraphics[scale=0.1, clip=true]{fig3a.eps}\\ \includegraphics[scale=0.18, clip=true]{fig3b.eps}\\ \includegraphics[scale=0.18, clip=true]{fig3c.eps} \caption{\label{fig3} a) Putting $n+1$ particles in a periodic potential with $n$ minima creates a soliton configuration, i.e. over a range of several lattice spacings particles are displaced from the potential minima (schematic) b) Superimposed snapshot pictures of 750 configurations of the particle positions, where for a system of $n_y=30$ rows and a large misfit ($\Delta=2.6$) a transition to $n_y-1=29$ rows has occured ($n_x=108$ and $T=1.0$ were chosen). The $4$ solitons at each wall are visible due to the larger lateral displacements of the particles, leading to a darker region in the snapshot. Part (c) shows a close-up of the structure near the upper wall. Numbers shown along the axes indicate the Cartesian coordinates of the particles. Parts (b) and (c) have been adapted from Chui et al. \cite{23}.} \end{figure} In practice, the actual structure having $n_y-1=29$ rows that is formed in the simulations on increasing the misfit $\Delta$ beyond the critical value $\Delta_c$, is generally less regular than the 'idealized' one shown in Fig.~\ref{fig3}: specifically, the relative distance between neighboring solitons showed a considerable variation. This comes about because (i) the solitons are formed from the stressed crystal with $n_y=30$ rows via random defect nucleation events \cite{24}, and (ii) the mutual interaction between neighboring solitons, which is the thermodynamic driving force towards a regular soliton arrangement, is very small \cite{25}. Despite this, it is nevertheless reasonable to construct ``by hand'' the expected regular structure of $n_x/(n_y-3) \, (=4)$ solitons near each wall as a starting configuration for a system with $29$ rows, which can subsequently be equilibrated \cite{23}. Of course, there is no guarantee that this guessed structure actually is the one of lowest free energy; but it does exhibit slightly less stress than all other structures that had been tested, for misfits in the range $1.5 \leq \Delta \leq 3$, and hence has been used as a starting point for studies in which $\Delta$ was varied in this range. Starting from this idealized $29$ row structure and decreasing the misfit one finds that the $29$ row structure is stable down to about $\Delta'_c\approx 1.3$, at which point the soliton lattice disappears and the system spontaneously transforms into a defect free structure with $n_y=30$ rows again (Fig.~\ref{fig2}). This value of $\Delta$ is to be compared with that for the reverse transition from $30$ to $29$ rows which we recall occurs at $\Delta_c \approx 2.0$. Thus, with the standard Monte Carlo approach there is considerable hysteresis which precludes the accurate location of the transition point. Clearly, therefore a method is needed from which one can locate where the transition occurs in equilibrium. \begin{figure} \includegraphics[scale=0.4, clip=true]{fig4a.eps}\\ \includegraphics[scale=0.4, clip=true]{fig4b.eps}\\ \includegraphics[scale=0.4, clip=true]{fig4c.eps}\\ \includegraphics[scale=0.4, clip=true]{fig4d.eps}\\ \caption{\label{fig4} Configurations with $N=3240$ particles and $n_y-2=28$ rows, but different configurations of the solitons. In the text, they are referenced as ``configuration nr.~1,~2,~3,~4'' from top to bottom. For a clear identification of the positions of the solitons, the method described in \cite{25} was used.} \end{figure} Similar hysteresis is observed if one starts out from the $29$ row structure but increases the misfit beyond $\Delta =3$ (a case that has not been studied previously). As Fig.~\ref{fig2} shows, a transition occurs to structures with $n_y-2=28$ rows (at about $\Delta \approx 4.1$). Unfortunately, there seem to be no unique candidates for stable structures having $n_y-2=28$. Fig.~\ref{fig4} displays four candidate structures that we have identified, each of which is at least metastable on simulation timescales. Depending on which of these $28$ row candidates one takes, the transition from $28$ to $29$ rows on reducing the misfit occurs at anything between $\Delta=3.2$ and $3.75$. As regards the nature of the candidate structures, in each case $2n_x=216$ extra particles have to be distributed across the system. If we again keep the rows adjacent to the walls free of extra particles, the particle number per inner row becomes $n'_x=n_x + 2 n_x/(n_y-4)\approx n_x + 8.3$, i.e. is non-integer. If we kept two rows adjacent to the wall rows free of extra particles, we would have $9$ extra particles per row, and thus this structure has been tried (this is configuration number $1$ in Fig.~\ref{fig4}). Another structure was obtained if we place $4$ extra particles in the rows directly adjacent to the walls and $8$ extra particles in each of the $26$ inner rows (configuration number $2$). By energy minimization of a somewhat disordered structure resulting from a transition from $29$ to $28$ rows a structure was obtained which had $9$ solitons on one wall but only $8$ on the other wall (configuration number $3$). Finally another configuration with $8$ solitons on each wall (configuration number $4$) was found. Note that the configurations shown in Fig.~\ref{fig4} are not the actual structures at $T=1.0$ but the corresponding ``inherent structures'' found from the actual structures by cooling to $T=0$, to clearly display where the solitons occur. Clearly, it again is a problem to (i) identify which of these $4$ configurations with $28$ rows is the stable one (at $T=1.0$), and (ii) determine at which misfit the transition to the structure with $29$ rows occurs. As we shall demonstrate below, both problems can be elegantly dealt with by employing the phase switch Monte Carlo method. \section{Free energy based simulation methodologies to locate transitions between imperfectly ordered crystal structures} \subsection{Thermodynamic Integration} The general strategy of thermodynamic integration is to consider a Hamiltonian $\mathcal{H} (\lambda)$ that depends on a parameter $\lambda$ that can be varied from a reference state (characterized by $\lambda_0$) whose free energy is known, to the state of interest $(\lambda_1)$, without encountering phase transitions. The free energy difference $\Delta F$ can then be written as \begin{equation} \label{eq4} \Delta F= F (\lambda_1) - F (\lambda_0) = \int\limits_{\lambda_0}^{\lambda_1} d \lambda' \langle \partial \mathcal{H}(\lambda') /\partial \lambda' \rangle_{\lambda'} \quad . \end{equation} For a dense disordered system (fluid or a solid containing defects), Schilling and Schmid \cite{15,16} proposed to take as a reference state a configuration chosen at random from a well equilibrated simulation of the structure of interest, at values of the external control parameters for which one wishes to determine the free energy. Particles can be held rigidly in the reference configuration $\{\vec{r}_i \,^ {\rm ref}\}$ by means of a suitable external potentials. (We recall that a somewhat related thermodynamic integration scheme for disordered systems known as the ``Tethered spheres method'' has already been proposed by Speedy \cite{55a}.) When these external potentials act, the internal interactions can be switched off. In practice, one can use the following pinning potential $U_{\rm ref} (\lambda)$ to create the reference state, where $r_{\rm cut}$ is a parameter discussed below. \begin{equation} \label{eq5} U_{\rm ref} (\lambda)= \lambda \sum\limits_i \phi (|\vec{r}_i - \vec{r}\;^{\rm ref}_i |/r_{\rm cut}) \quad {\rm with}\, \phi\, (x)=x-1 \quad . \end{equation} Here it is to be understood that particle $i$ is only pinned by well $i$ at $\vec{r}\;^{\rm ref}_{i}$, and not by other wells. However, identity swaps need to be carried out to ensure the indistinguishability of particles. The free energy of this non-interacting reference system then is \begin{equation} \label{eq6} F_{\rm ref} (\lambda) =\ln (N/V) -\ln [1+ (V_0/V) g_\phi (\beta\lambda)]\:, \end{equation} where $\beta=(k_B T)^{-1}$, $V_0$ (in $d=2$ dimensions) is $V_0= \pi r^2 _{\rm cut} $ and \begin{eqnarray} \label{eq7} && g_\phi (a) = \frac{2}{\lambda^2} [\exp (a) - \sum\limits_{k=0}^2 e^k / k!]\:,\nonumber\\ \end{eqnarray} for the choice of $\phi(x)$ written in Eq.~(\ref{eq5}). Then intermediate models $\mathcal{H}(\lambda)$ to be used in Eq.~(\ref{eq4}) are chosen as \begin{equation} \label{eq8} \mathcal{H}' (\lambda) = \mathcal{H}_{\rm int} + U_{\rm ref} (\lambda) \quad , \end{equation} where $\mathcal{H}_{\rm int}$ describes interactions in the system, which then are switched on (if necessary, in several steps). The free energy contribution of switching on these interactions can easily be determined by a Monte Carlo simulation which includes a move that switches the interactions on and off. The logarithm of the ratio of how many times the states with and without interactions were visited gives the free energy contribution. The free energy difference between the intermediate model where particle interactions are turned on and potential wells are also turned on, and the target system with particle interactions but without potential wells, then is computed by thermodynamic integration, for which \begin{equation} \label{eq9} \langle \partial \mathcal{H}_{\rm ref} (\lambda) / \partial \lambda \rangle = \langle \sum_i \phi ( |\vec{r}_i - \vec{r}_i\;^{\rm ref}|/ r_{\rm cut}) \rangle \end{equation} needs to be sampled \cite{15,16}. This method has been tested for hard spheres \cite{15,16}, including also systems confined by walls from which wall excess free energies could be sampled \cite{56}. \subsection{Phase Switch Monte Carlo} The phase switch method \cite{17,18,19,20,21,21a} computes directly the relative probabilities of two phases, by switching between them and recording the ratio of the simulation time spent in each. This ratio directly yields their free energy difference $\Delta F$ via $\Delta F= \ln(A^{(1)}/A^{(2)})$. Here $A^{(1)}$ and $A^{(2)}$ are the times spent in the respective phases which are proportional to the statistical weight of each phase \cite{9}. \begin{figure} \includegraphics[scale=0.32, clip=true]{fig5.eps} \caption{\label{fig5} Schematic comparison of (a) the standard method for linking phases via a sampling path and (b) The phase switch method. The blobs represent the set of values of some macroscopic property (eg order parameter or energy) associated with configurations belonging to two distinct phases $(\alpha=1,2)$. These pure phase states (having high probability) are separated by a ``deep valley'' in the free energy landscape corresponding to interfacial states having a very low probability. (a) In the standard strategy one uses extended sampling to negotiate the valley, by climbing down into it from one side and climbing up out of it on the other. (b) The idea of phase switch Monte Carlo is to ``jump over the valley''.} \end{figure} The power of the phase switch method derives from its ability to leap directly from configurations of one pure phase to those of another pure phase (Fig.~\ref{fig5}), avoiding the mixed phase states which -- when one or both phases are crystalline -- can be computationally problematic (see appendix A). The leap is implemented as a suitable global Monte Carlo move. One starts out by specifying for each of the two phases of interest (labeled by index $\alpha=1,2$), a reference configuration. This can be expressed as a set of $i=1\ldots N$ particle positions $\{ \vec{R}_i^{\,(\alpha)}\}$. Note that the specific choice of a reference configuration for phase $\alpha$ does not matter (at least in principle, see Appendix), it need only be a member of the set of pure phase configurations that ``belong'' to phase $\alpha$. Thus for example in the present case, a suitable reference configuration for the $n=30$ row defect-free structure could simply be a typical configuration chosen from a simulation run on this structure. However, it could equally be a configuration in which all particles are at the lattice sites of this structure. Given the two reference configurations, one can express the position vectors $\vec{r}_i^{\,(\alpha)}$ of each particle $i$ in phase $\alpha$ as \begin{equation} \vec{r}_i^{\,(\alpha)}= \vec{R}_i^{(\alpha)} + \vec{u}_i\:. \end{equation} where $\{\vec{u}_i\}$ is a set of displacement vectors which measure the deviation of each particle from the reference site to which it is nominally associated. Note that while there is a separate reference configuration for each phase, the single set of displacements is common to both phases. Let us suppose the simulation is currently in phase $\alpha=1$. Now the phase switch idea is to a map the current configuration $\{\vec{r}_i^{\,(1)}\}$ of this phase on to a configuration of phase $\alpha=2$ by switching the sets of reference sites from $\{\vec{R}_i^{\,(1)}\}$ to $\{\vec{R}_i^{\,(2)}\}$ but keeping the set of displacements $\{\vec{u}_i\}$ {\em fixed}. This switch can be incorporated in a global Monte Carlo move. Of course, in general the set displacements that are typical for phase $\alpha=1$ will not be typical displacements for phase $\alpha=2$. As a consequence, in a naive implementation such a global move will almost always be rejected by the Monte Carlo lottery. This problem is circumvented by employing extended sampling methods \cite{9,10,56a} that create a bias which enhances the occurrence of displacements $\{\vec{u}_i\}$ for which the switch operation does have a sufficiently high Monte Carlo acceptance probability. Such states are called ``gateway states'' \cite{17,18,19,20,21}: crucially, they do not need to be specified beforehand - the system autonomously guides itself to them in the course of the biased sampling. In practice, the bias is administered with respect to an ``order parameter'' $M$ whose instantaneous value is closely related to the energy cost of implementing the phase switch. One then introduces a weight function $\eta(M)$ into the sampling of the effective Hamiltonian which enhances the probability of the system sampling configurations for which the energy cost of the phase switch is low, thereby increasing the switch acceptance rate. Of course, the weight function $\eta(M)$ to be used is not known beforehand, and thus needs to be iteratively constructed in the course of the Monte Carlo sampling. One has a choice of ways of doing so: we have used the transition matrix Monte Carlo method \cite{56a,57,58} (see also the Appendix for implementation details). Alternative methods such as Wang-Landau sampling \cite{59} or successive umbrella sampling \cite{73} could also be applied. Once a suitable form for the weight function $\eta(M)$ has been found, a long Monte Carlo run is performed, in the course of which both phases are visited many times. The statistics of the switching between phases is monitored by accumulating the histogram of $M$, which (as in all extended sampling methods) is corrected for the imposed bias at the end of the simulation. Doing so yields an estimate of the true equilibrium distribution $P(M)$, which in general exhibits a double peaked form (one peak for each phase). The free energy difference between the two phases is simply the logarithm of the ratio of the peak weights as described at the start of this subsection. Of course, the above description was only intended to outline the phase switch strategy; more extensive implementation details are given in the appendix. \section{Results} \subsection{Free energy differences and computational efficiency} Fig.~\ref{fig6} shows the absolute free energies in the NVT ensemble for the phase with 30 rows (and no defects) and the phase with 29 rows and the ``soliton staircases'' (Fig.~\ref{fig3}b) as a function of the misfit $\Delta$, as obtained from the thermodynamic integration method (Sec. III.1). One sees that these free energies are very large (note the ordinate scale) and vary rather strongly with $\Delta$. However, the free energy curves with these two structures are barely distinct from each other, and hence a very substantial computational effort is needed to locate, with meaningful accuracy, the intersection point marking the equilibrium transition between $n=30$ and $n=29$ rows. \begin{figure} \includegraphics[scale=0.32, clip=true]{fig6.eps} \caption{\label{fig6}Absolute free energy $F$ of systems of $N=3240$ particles interacting with the potential given in Eq.~(\ref{eq1}) in $L \times D$ geometry with $L=108 a$, $a$ being the lattice spacing, and periodic boundaries in $x$-direction, confined by two rows of fixed particles on either side in $y$-direction (Fig.~\ref{fig1}, as a function of the misfit $\Delta$ \(Eq.~(\ref{eq3})\). Two structures are compared:(i) a (compressed) triangular lattice with $n_y=30$ rows containing $n_x=108$ particles per row; (ii) a lattice with $n_y=29$ rows and corresponding soliton staircases (Fig.~\ref{fig3}b).} \end{figure} \begin{figure} \includegraphics[scale=0.32, clip=true]{fig7.eps} \caption{\label{fig7} Free energy differences between structures with 29 and 30 rows plotted versus the misfit $\Delta$. Both results obtained from thermodynamic integration and from the phase switch method are shown, as indicated.} \end{figure} Fig.~\ref{fig7} plots the free energy difference $\Delta F$ versus the misfit, comparing the results from the thermodynamic integration method (points with error bars) with the results from the phase switch method, and focusing on the region near the transition. One can see that within the errors the results of both methods agree very well with each other, although for the thermodynamic integration method the error is at least an order of magnitude larger than that of phase switch. We note that the predicted equilibrium value of the misfit at the transition point ($\Delta_t \approx 1.7)$ falls well within the hysteresis loop of Fig.~\ref{fig2}. Since the absolute free energies are of the order of 20000 (for our system with $N=3240$ particles) but, in the region of interest, free energy differences are of order $\pm 40$ only, we have that the relative error $\delta F/F$ is of order $1/500$. Thus for thermodynamic integration, it would be difficult to bring the error bars down further in Fig.~\ref{fig7}. The error bars for the phase switch simulation were computed from the results of four independent runs for each value of the misfit, and are hardly visible on the scale of Fig.~\ref{fig7}. In addition to this significant difference with respect to the size of the statistical errors, phase switch Monte Carlo also outperformed the thermodynamic integration method with respect to the necessary investment of computer resources. In order to obtain a suitable weight function for our system, at a certain value of the misfit, we let the simulation run for about 15 million steps (each step consisting of one sweep of local moves and one attempt to switch the phases). On the ZDV cluster of the University of Mainz, this takes about $4.5$ days on a single core (though in hindsight we could have got away with a less smooth weight function, further reducing the computing time of this step). Having determined the weight function, we initiated four production runs for every value of the misfit. These runs needed again 10 million steps each (i.e. about 3 days each) in order to perform a sufficient number of phase switches to yield results of the desired precision. Overall, then, computing each point of the free energy difference curve of Fig.~\ref{fig7} by phase switch took about $16.5$ days of CPU time. In contrast to this, the thermodynamic integration method required a calculation not only of the free energy difference in which we are interested, but of the free energy difference along the path of the thermodynamic integration, gradually switching off the wells of attraction used there, and of the free energy difference between the state where the particle interactions were turned on and the state where they were turned off. This needs to be done for both phases separately. It is therefore not surprising, that considerably more CPU time was needed: roughly $250$ days of CPU time were invested for each phase and for each value of the misfit to obtain the absolute free energy (again converting units to a single core). Thus, each of the 12 values of free energy differences needed for Fig.~\ref{fig7} required 500 days (rather than $16.5$ days), i.e. a factor of $30$ more computational effort! However, if we were to bring the statistical errors of the thermodynamic integration method a factor of 10 down (to make it comparable to the phase switch method), we would need another factor of 100 in computer time; the benefit of using the (clearly much more powerful) phase switch approach hence amounts to a gain of the order of 10$^3$ in computational resources! Of course, this is no surprise when we remember that the free energy differences of interest are only of the order of (1/500) of the total free energies for the present model system. \subsection{Ensemble inequivalence} \begin{figure} \includegraphics[scale=0.25, clip=true]{fig8.eps} \caption{\label{fig8} Schematic description of phase transitions in thin films of thickness $D$ in the conjugate NpT (left) and NVT (right) ensembles, for the case of a vapor to liquid transition (a) and the present transition where the number of rows is reduced $(n \rightarrow n -1)$ when either the (normal) pressure $p$ increases (left) or the thickness decreases (right). Note that in the latter case two-phase coexistence is possible for the vapor-liquid transition, but not for the transition where the number of rows parallel to the boundaries change. For further explanations cf text.} \end{figure} We turn now to a discussion of a puzzling aspect of the physics, namely the fact that we treat here a first-order structural phase transition obtained by variation of the distance $D$ between the walls formed by the rigidly fixed particles, i.e. an {\it extensive} rather than an {\it intensive} thermodynamic variable. If we were concerned with the study of a vapor to liquid transition of a fluid in such a geometry, the proper way to locate a discontinuous transition is the variation of the intensive variable thermodynamically conjugate to $D$, which is the normal pressure $p_N$ (force per area acting on the walls; in the following the index $N$ will be omitted. Of course, at fixed lateral dimensions $L$ a variation of $D$ is equivalent to a variation of the volume $V$). \begin{figure}[h!] \includegraphics[scale=0.3, clip=true]{fig9a.eps}\\ \includegraphics[scale=0.3, clip=true]{fig9b.eps}\\ \includegraphics[scale=0.3, clip=true]{fig9c.eps} \caption{\label{fig9} a) Free energy difference $\Delta F$ for the transition from $n=30$ to $n=29$ rows as a function of pressure. (b) The distribution of the internal energy difference between the two phases $p(E_{30 rows} -E_{29 rows})$ at fixed $\{\vec{u}\}$. Curves for $4$ pressures near and at the transition pressure $p_t=22.146 \pm 0.015$ are shown, as generated via histogram reweighting. The simulation was run at a pressure of $p=22.13$. (c) System length $D$ as a function of pressure. Clearly, the curve for the stable phase exhibits a jump at the transition pressure. Statistical errors are smaller than the symbol sizes.} \end{figure} To fix ideas, we remind the reader about this classical vapor-liquid problem in Fig.~\ref{fig8}a): In the NpT ensemble, we would have a jump in volume $V=LD$ from $V_v=LD_v$ (density of the vapor $\rho_v=N/V_v)$ to $V_\ell=LD_\ell$ (density of the liquid $\rho_\ell=N/V_\ell)$ at the transition pressure $p_t$. If we work in the conjugate NVT ensemble, of course, the behavior simply follows from a Legendre transform, the volume jump from $V_v$ to $V_\ell$ translates into a horizontal plateau at $p=p_t$, and any state of this plateau is a situation of two-phase coexistence, as schematically indicated in Fig.~\ref{fig8}a). Of course, it is also possible to consider the present transition between a state of $n$ rows to $n-1$ rows in the NpT ensemble (Fig.~\ref{fig8}b and Fig.~\ref{fig9}c). Then it is clear that the transition will show up as a jump in the thickness $D$ from $D_n(=na_n)$ to $D_{n-1}\, (=(n-1) a_{n-1})$, where $a_n$, $a_{n-1}$ are the (average) distances between the lattice rows (or lattice planes, in three dimensional films, respectively). The corresponding phases of the $n$-layer state and $(n-1)$ layer state are indicated below the isotherm in the $(p-D)$ plane schematically. However, one simply cannot construct a state of two-phase coexistence out of these two ``pure phases'' at a value of $D$ intermediate between $D_{n-1}$ and $D_n$: locally the $n$-layer state requires a thickness $D_n$, the $(n-1)$ layer state a thickness $D_{n-1}$, so one would have to ``break'' the walls. Of course, it is not just sufficient to have a state with $n$ layers separated by a grain boundary from a state with $(n-1)$ layers at the same value of $D$: these domains are {\it not} the coexisting pure phases in the NpT ensemble! So the phase coexistence drawn (horizontal broken curve) in Fig.~\ref{fig8}b) is unphysical, it requires a state where the constraining walls were broken. Requesting the integrity of the walls is a global constraint which makes phase coexistence in the standard sense impossible for the present transitions! Thus, the rule that the different ensembles of statistical mechanics yield equivalent results in the thermodynamic limit is not true for the present system; in the transition region $D_{n-1} < D < D_n$ the NVT ensemble and the NpT ensemble are {\it not equivalent}. Actually this is not the first time that such an ensemble inequivalence has been pointed out. A case much discussed in the literature is the ``escape transition'' of a single polymer chain of $N$ beads grafted at a planar surface underneath a piston held at a distance $D$ above the surface to compress the polymer \cite{61,62,63,64,65,66,67}. For pressures $p<p_t$ (where the piston is at distance $D_{t,1}$) the chain is completely confined underneath the piston (which has the cross section of a circle in the directions parallel to the surface) while for $p > p_t$ the chain is (partially) escaped into the region outside of where the piston acts (the piston distance at $p_T$ jumps to a smaller value $D_{t,2}$). When we use instead $D$ as the control variable, again a sharp transition occurs (for $N \rightarrow \infty$) at some intermediate value $D_t$ $(D_{t,2}< D_t <D_{t,1})$, since obviously it is simply inconceivable to have within a single chain phase coexistence between states ``partially escaped'' and ``fully confined'', since these states are only defined via a global description of the whole polymer chain. Another case where transitions of the number $n$ of layers in layered structures in thin films occurs is the confinement of symmetric block copolymer melts (which may form a lamellar mesophase of period $\lambda_0$ in the bulk) in thin films between identical walls \cite{68,69,70,71}. When then the thickness $D$ of such films is varied, one observes experimentally discontinuous transitions in the number $n$ of lamellae parallel to the film \cite{69,70}. However, when one considers block copolymer films on a substrate and does not impose the constraint of a uniform thickness but rather allows the upper surface to be free, then indeed mixed phase configurations of a region where $n-1$ layers occur (and take a thickness $D_{n-1})$ and of a region where $n$ layers occur (and take a thickness $D_n$) are conceivable \cite{71} and have been observed, see e.g. \cite{72}. In summary of these remarks, we note that it is not uncommon that global geometric constraints may destroy the possibility of phase coexistence. In view of the above discussion, it is of interest also in the present case to investigate the use of the (normal) pressure $p$ (instead of the strip width $D$) as the control variable. Taking, in the spirit of the general remarks on the phase switch method, the appropriate phase switch energy cost as an order parameter $M$, we can sample the probability distribution function $p(M)$ which exhibits two well separated peaks of generally different weights. These peaks are even more clearly visible in the distribution of the energy difference $p(E_{30 rows} -E_{29 rows})$ at fixed $\{\vec{u}\}$ as the order parameter $M$ is related to this energy difference via a logarithmic function (cf. eq.~\ref{def_M}). The transition pressure $p_t$ is that for which the peaks have equal weight (Fig.~\ref{fig9}) and can be determined accurately via histogram reweighting. From this we estimate that $p_t=22.146 \pm 0.015$. At the transition, the measured misfit $\Delta$ jumps from $\Delta_1=1.913 \pm 0.043$ (for $n=30$) to $\Delta_2=1.503 \pm 0.046$ (for $n=29$). Interestingly, the misfit where the transition in the NVT ensemble occurs ($\Delta_t \approx 1.71)$ is just the average of these two values. \subsection{Comparison of competing candidate stable structures} \begin{figure}[h!] \includegraphics[scale=0.32, clip=true]{fig10.eps} \caption{\label{fig10} Free energy differences between various structures with $n=28$ rows and the structure with $n=29$ plotted vs. the misfit $\Delta$. As configurations nr. 2 and nr. 4 turned out to be the same, their free energy curves fall on top of each other.} \end{figure} Returning again to the NVT ensemble, we now consider the transition from states with 29 layers to states with 28 layers. We recall (Fig.~\ref{fig4}) that several different candidate structures do exist, and it is not at all clear {\em a-priori}, which of them should be favored. Again, the phase switch Monte Carlo is a convenient tool to solve such a problem: we utilize reference states from all four of the candidate structures having $n=28$ (as shown in Fig.~\ref{fig4}) and calculate the free energy difference $\Delta F$ between the (unique) structure with $n=29$ and these four candidates. The results (Fig.~\ref{fig10}) clearly show that configurations number $1$ and number $3$ are metastable, because they have distinctly higher free energy differences throughout the range of $\Delta$ than configurations number $2$ and $4$ which practically coincide. In fact, this coincidence between the free energies of configurations nr. $2$ and $4$ is not accidental: a closer evaluation of their time evolution shows that they transform into each other via sequences of ``easy'' local moves, and although the instantaneous snapshot pictures reproduced in Fig.~\ref{fig4} were different, they do not belong to different phases in a thermodynamic sense. It is also interesting to note that the conclusion that structure number 2 is the stable one would not have been obtained by a simply comparison of the internal energies of the four structures: indeed configuration number 2 has the highest energy of all four structures. Thus, entropy matters in soft crystals, such as those studied here. \section{Concluding remarks} The principle findings of our study are two-fold: (i) We have performed a thorough test of the suitability of the phase switch Monte Carlo method for the task of determining the relative stability of imperfectly ordered structures of typical soft-matter systems, where one must deal with systems which have at least one very large linear dimension. For such a test, it is crucial to provide full information on the model that is studied, and to give a careful description of the method and its implementation. Moreover we have studied precisely the same model system by a thermodynamic integration method thereby allowing the first like-for-like comparison between the two approaches. We find that the results from both methods are compatible, but the accuracy that can be achieved using phase switch MC is at least an order of magnitude better (Fig.~\ref{fig7}), despite requiring a factor of $30$ less computational time. The reasons for this efficiency gain can be appreciated from a glance at Fig.~\ref{fig6}: the absolute free energies of our system of $3240$ particles vary from about $22000$ to $24000$ (in suitably scaled units), for a misfit parameter $\Delta$ varying from $1$ to $2$, while the free energy difference between the two states that we wish to compare vary only from $-60$ to $+60$ in the same range. These numbers illustrate vividly the basic concept of phase switch Monte Carlo: one does better in focusing directly on the small free energy difference between the states that one wishes to compare, rather than extracting them indirectly by subtracting two measurements of large absolute free energies. Thus (in the present context at least) phase switch Monte Carlo seems a much more powerful approach than thermodynamic integration. In fact, if one were to try to bring the errors of the thermodynamic integration method down by an order of magnitude -- to make the error bars of both methods in Fig.~\ref{fig7} comparable -- one would have to invest a factor of 3000 more computational time. We feel that the case of relatively small free energy differences between competing phases and/or structures is rather typical for soft matter systems. Indeed for many soft matter systems, such as block copolymer mesophases, the relative magnitude of free energy differences is much less than the factor of about $1/500$ encountered here, and hence such problems could never be tackled successfully with thermodynamic integration methods since the computational effort to reach the requisite accuracy would be prohibitive. The first problem to which phase switch Monte Carlo was applied (in the form of the "Lattice-switch" method), evaluated the free energy difference of perfectly ordered face-centered cubic and hexagonal close packed crystals. Such an application might be regarded as a somewhat special case due to the perfect long-range order in these defect-free crystals. However, the present work shows that the method can equally be applied to imperfectly ordered crystals. Here, due to the confinement by structured walls together with a misfit between the distance between the walls and the appropriate multiple of the distance between the lattice rows, somewhat irregular long range defect structures form along the walls (``soliton staircase''). Additionally several similarly ill-crystallized structures can present themselves as candidates for the optimal structure (Fig.~\ref{fig4}). It would be absolutely impossible to identify which is the equilibrium structure and which structures are only metastable without the phase switch Monte Carlo method (Fig.~\ref{fig10}). We note that the model system that we have chosen to study (Fig.~\ref{fig1}) could also be experimentally realized in colloidal dispersions, though with some effort: colloids coated with polymer brushes experience a short ranged, almost hard-sphere-like, repulsive effective potential, and bringing them to an interface where water is on top and air is below, rather perfect two-dimensional crystals with triangular lattice structure form. Interference of strong laser fields can be used to create a periodic confining potential, through which the misfit and thus the crystal structure can be manipulated. We hope that our study will solicit some corresponding experimental studies to show that the proposed transitions in the number of rows in these crystalline strips actually occur. (ii) Our second main finding is that this type of system has an interesting physical property, namely the inequivalence between conjugate ensembles of statistical mechanics. When we fix the distance $D$ between the confining ``walls'', the total particle number $N$ and the total (two-dimensional) ``volume'' $V$ of the system, we realize the NVT ensemble. When one studies first order transitions in the bulk using such an ensemble containing two extensive variables ($N$, $V$), a first order transition normally shows up as a two-phase coexistence region (e.g., at fixed $N$ the two-phase coexistence extends from $V_I$ to $V_{II}$). However, here such a two-phase coexistence is not possible (Fig.~\ref{fig8}), and thus one has the unusual behaviour that at the equilibrium in the ``constant $D$''-ensemble the conjugate intensive variable (the normal pressure $p_N$, as well as the stress $\sigma$, cf. Fig.~\ref{fig2}) exhibit jumps (in Fig.~\ref{fig2}, we display the hysteresis loops, but the positions of the jumps in equilibrium can be inferred from $\Delta F=0$ in Figs.~\ref{fig7} and \ref{fig10}, respectively). When we use a ``constant $p$''-ensemble (which is physically reasonable if the confinement of the crystal is effected mechanically in a Surface Force Apparatus), it is the ``volume'' (i.e., the distance between the walls $D$) which jumps from $D_I$ to $D_{II}$ at a well-defined transition pressure, cf. Figs.~\ref{fig8},~\ref{fig9}. One should not confuse this ensemble inequivalence with the well-known ensemble inequivalence between NVT and NpT ensembles in systems where $N$ is finite: in the latter case, the ensemble inequivalence is dominated by interfacial contributions (in the NVT-ensemble, when $V_I < V < V_{II}$, the system is in a two-phase configuration, as suggested for $V \rightarrow \infty$ by the ``lever rule'', but for finite $V$ the relative contribution due to the interface between the coexisting phases dominate the finite size effects). But for $V \rightarrow \infty$ these interfacial effects become negligible, the properties in the two conjugate ensembles are just related by the appropriate Legendre transformation. This equivalence between the ensembles holds also for liquid-vapor or liquid-liquid unmixing under confinement in a thin film geometry: when $D$ is finite and the particle number $N \rightarrow \infty$, i.e. the lateral linear dimensions become macroscopic, we still have ordinary two-phase coexistence in the thin films (cf. Fig.~\ref{fig8}). The ensemble inequivalence in the present system arises from the lack of commensurability between the thickness $D$ of the slit and the appropriate multiple of the lattice distance. At a transition pressure $p_t$ in the NpT ensemble we inevitably have different distances $D_I$, $D_{II}$ between the walls for the two phases $I$, $II$. Thus, they cannot coexist for any uniform value of $D$. Similar phenomena (where the number of layers of a layered lamellar structure confined between walls exhibits jump discontinuities when $D$ is varied) are already known, both experimentally and theoretically, for block copolymer mesophases, but the aspect of ensemble inequivalence has not been addressed, to our knowledge, in these systems studied here. \section{Acknowledgements} One of us (D.W.) acknowledges support from the Deutsche Forschungsgemeinschaft (DFG) under grant number TR6/C4 and from the Graduate School of Excellence ``Material Science in Mainz (MAINZ)''. She is also grateful to the Department of Physics, University of Bath (UK), for its hospitality during an extended research stay under the auspices of the visiting postgraduate scholar scheme. We thank P. Virnau, T. Schilling, F. Schmid and I.M. Snook for helpful discussions and advice. \clearpage \section{Appendix}
{ "timestamp": "2012-03-09T02:02:54", "yymm": "1203", "arxiv_id": "1203.1794", "language": "en", "url": "https://arxiv.org/abs/1203.1794" }
\section*{Introduction} Let $X$ be an algebraic variety of general type, over the complex field. The dominant rational maps of finite degree $X \dasharrow Y$ to varieties of general type, up to birational isomorphisms $Y \dasharrow Y'$, form a finite set. We call this the {\em finiteness theorem for rational maps on a variety of general type}. The proof follows from the approach of Maehara \cite{M} joined with some recent advances in the theory of pluricanonical maps, due to Hacon and McKernan \cite{HK} and to Takayama \cite{Tak}, \cite{Tak2}. In our paper \cite{GP}, motivated by the wish of some effective estimate for the finite number of maps in the theorem, we provided some update and refinement in the treatment of the subject. We brought the rigidity theorem to a general form, avoiding certain technical restrictions, we pointed out the role of the canonical volume ${\rm vol}(K_X)$ in bounding the rational maps in the finiteness theorem, and we proposed a new argument leading to a refined version of the theorem. However, something still not satisfactory was the use of a certain bunch of subvarieties of Chow varieties as a parameter space for rational maps, as in Maehara's approach is too. The most natural and simple parameter space should be the space of linear projections in a suitable projective space, already appearing for instance in the work of Kobayashi and Ochiai \cite{KO}. In the present paper we are able to replace the Chow parametrization with the natural parametrization, and this leads to some new insight into the geometry of the finiteness theorem. The main result concerns the structure of the special birational equivalence classes of maps viewed as unions of connected components of a certain space of linear rational maps, see Theorem \ref{connectedcomponent}. This has as an immediate consequence a better refined finiteness theorem, see Theorem \ref{finiteness}. \bigskip \small \noindent {\em Acknowledgements.} The first author is partially supported by: Finanziamento Ricerca di Base 2008 Univ. Perugia. The second author is partially supported by: 1) INdAM (GNSAGA); 2) FAR 2010 (PV):{\em ``Variet\`{a} algebriche, calcolo algebrico, grafi orientati e topologici"}. \normalsize \section{Preliminary material} \subsection*{a. Results on pluricanonical maps} A recent achievement in the theory of pluricanonical maps is the following theorem of uniform pluricanonical birational embedding, due to Hacon and McKernan \cite{HK} and to Takayama \cite{Tak}. \begin{thm} \label{HKT} For any dimension $n$ there is some positive integer $r_n$ such that: for every $n$-dimensional variety $V$ of general type the multicanonical divisor $r_nK_V$ defines a birational embedding $V \dashrightarrow V' \subset \mathbb P^M$. \end{thm} A basic tool is the canonical volume of a variety, the invariant arising in the asymptotic theory of divisors, see Lazarsfeld's book \cite{L}. In terms of the canonical volume we have a bound \begin{equation} \label{degvol} \deg V' \leq {\rm vol} (r_{n}K_{V}), \end{equation} see \cite{HK}, Lemma 2.2. Moreover from elementary geometry we have a bound \begin{equation} \label{embdim} M \leq \deg V' +n-1. \end{equation} Note that the embedded variety $V'$ needs not be smooth. Intimately related to the theorem above is the following result, proved in \cite{HK} and in \cite{Tak}. \begin{thm} \label{HK} For any dimension $n$ there is some positive number $\epsilon_n$ such that every $n$-dimensional variety $V$ of general type has ${\rm vol} (K_{V}) \geq \epsilon_n$. \end{thm} For instance, concerning the minimum $r_n$ we know from the classical theory that $r_1=3$ and $r_2=5$, and a recent result is that $r_3 \leq 73$, while concerning the maximum $\epsilon_n$ it is clear that $\epsilon_1 = 2$ and $\epsilon_2 = 1$ and a recent result is $\epsilon_3 \geq 1/2660$, see J. A. Chen and M. Chen \cite{CC}. Note that \cite{HK} and \cite{Tak} do not give explicit bounds for $r_n$ and $\epsilon_n$ in the theorems above. \subsection*{b. Bounds for the degree of a rational map} Let $f: X \dasharrow Y$ be a rational map of finite degree between varieties of general type. Because of Theorem \ref{HKT}, taking the $r_n$-canonical birational models $X'$ and $Y'$ in $\mathbb P^M$ (note that $Y'$ lies within the embedding space of $X'$), the map $f$ is identified with a {\em linear rational map} $X' \dasharrow Y'$, a rational map which is the restriction of a linear projection $\mathbb P^M \dasharrow \mathbb P^M$. For a linear map of finite degree the inequality $\deg f \, \deg Y' \leq \deg X'$ holds. Using (\ref{degvol}) it follows that \begin{equation} \label{deg1} \deg f \leq \deg X' \leq (r_n)^n\, {\rm vol} (K_X). \end{equation} A more precise estimate is as follows. For any rational map of finite degree the inequality $\deg f \; {\rm vol} (K_Y) \leq {\rm vol} (K_X)$ holds, see \cite{GP}, Proposition 3.2. Using Theorem \ref{HK} it follows that \begin{equation} \label{deg2} \deg f \leq \dfrac{1}{\epsilon_n}\, {\rm vol} (K_X). \end{equation} This bound is sharp for curves, and in this case it reduces to the usual bound from the Hurwitz formula. \subsection*{c. Families of rational maps} Let $T$ be a smooth variety. If $X \rightarrow T$ is a relative scheme over $T$, we denote by $X(t)$ the scheme fibre over $t$, and by $X_t$ the associated reduced scheme. A {\em family of varieties}, parametrized by a smooth variety $T$, is a surjective morphism $X \rightarrow T$, with $X$ a variety, such that every scheme fibre $X(t)$ is: $(i)$ irreducible, $(ii)$ generically smooth (in order to be assigned multiplicity one in the associated algebraic cycle, see Fulton \cite{F}, Chap. 10), and $(iii)$ of dimension equal to the relative dimension of $X$ over $T$, of course. When the structure morphism is projective or smooth, we speak of a family of projective varieties or a family of smooth varieties. A {\em family of rational maps} is the datum of a family of varieties $X \rightarrow T$ and a relative scheme $X' \rightarrow T$, over the same smooth variety $T$, and a rational map $f: X \dasharrow X'$, commuting with the structural projections, which for every $t \in T$ restricts to a rational map $f_t: X_t \dasharrow X'_t$. \subsection*{d. The rigidity theorem} A family of rational maps {\em on a fixed variety} $X$ is the datum of a relative scheme $Y \rightarrow T$, with $T$ smooth, and a rational map $$f: X\times T \dasharrow Y$$ which is a family of rational maps $f_t: X \dasharrow Y_t$ in the sense of the previous definition. A {\em trivial family} is one which is obtained as follows. Let $h: X \dasharrow U$ be a rational map and let $g: T \times U \dasharrow Y$ be a birational isomorphism which is a family of birational isomorphisms $g_t: U \dasharrow Y_t$. Then the composite map $$T \times X \overset{1 \times h}{\dasharrow} T \times U \overset{g}{\dasharrow} Y$$ is a trivial family, because all maps $g_t \circ h$ are birationally equivalent. Recall that two dominant rational maps $f: X \dasharrow Y$ and $f': X \dasharrow Y'$, defined on the same variety, are {\em birationally equivalent} if there is a birational isomorphism $g:Y \dasharrow Y'$ such that $f' = g \circ f$. For projective varieties of general type and dominant rational maps of finite degree there are results of rigidity. \begin{thm} \label{rigidity} Let $X$ be a smooth projective variety of general type. Let $T$ be a smooth variety, let $Y \rightarrow T$ be a family of smooth projective varieties of general type, and let $f: X\times T \dasharrow Y$ be a family of rational maps of finite degree. Then $f$ is a trivial family, so all maps $f_t$ are birationally equivalent. \end{thm} The rigidity theorem above was proved by Maehara \cite{M} with some technical restrictions, and has been brought to the present form in our previous paper \cite{GP}, Theorem 2.1. More generally, if the family of image varieties is not known to be a smooth family, one has the following. \begin{cor} \label{weakrigidity} Let $X$ be a projective variety of general type. Let $T$ be a smooth variety, let $Y \rightarrow T$ be a family of projective varieties of general type, and let $f: X\times T \dasharrow Y$ be a family of rational maps of finite degree. There is a nonempty open subset $T'$ of $T$ such that the restriction $f|_{T'}: X\times T' \dasharrow Y|_{T'}$ is a trivial family. \end{cor} \section{Graphs and images in a family of maps} Let $f: X \dasharrow X'$ be a family of rational maps parametrized by a smooth variety $T$, as in \S 1.c. Consider the relative product $X \times_{T} X'$ and call $p$ and $p'$ the projections to $X$ and $X'$. {\em Assume now that $X \rightarrow T$ is a projective morphism}. Thus $p'$ is a closed map. Then define: \medskip \begin{tabular}{rl} $\Gamma$ & the closed graph of $f$ in $X \times_{T} X'$, \\ $Y$ & the closed image of $X$ in $X'$, \\ $C$ & any closed subscheme of $X$ such that $X \smallsetminus C \rightarrow T$ is surjective \\ & and $f$ is a regular map $X \smallsetminus C \rightarrow Y$, \\ $E$ & the inverse image of $C$ in $\Gamma$. \end{tabular} \medskip \noindent Note that $p'(\Gamma) = Y$, as $p'$ is a closed map. A natural question is whether $\Gamma \rightarrow T$ is the family of closed graphs for the given family of maps, more precisely: whether $\Gamma \rightarrow T$ is a family of varieties, as in \S 1.c, and every reduced fibre $\Gamma_t$ coincides with the {\em closed graph} $\Gamma(f_t)$. A related question is whether $Y \rightarrow T$ is the family of closed images $\overline{f_t(X_t)}$, that is: whether $Y \rightarrow T$ is a family of varieties and every reduced fibre $Y_t$ coincides with the {\em closed image} $\overline{f_t(X_t)}$. The following equality of reduced schemes holds: $$\Gamma_t = \Gamma(f_t) \cup E_t$$ and from this, applying $p'$, a description of $Y_t$ follows. \begin{prop} \label{familyofgraphs} In the setting above, assume that $T$ is a smooth curve. $(1)$ There is a nonempty open subset $T'$ of $T$ such that $\Gamma|_{T'} \rightarrow T'$ is the family of closed graphs for the restricted family $f|_{T'}$. $(2)$ There is a nonempty open subset $T''$ of $T'$ such that moreover $Y|_{T''} \rightarrow T''$ is the family of closed images for the family $f|_{T''}$. \end{prop} \begin{proof} We start with an easy remark. Let $V \rightarrow T$ be a surjective morphism of varieties, with irreducible fibres, all of the same dimension. Then there is a nonempty open subset $T'$ of $T$ such that the restriction $V|_{T'} \rightarrow T'$ is a family of varieties. Now we apply this to the relative varieties $\Gamma$ and $Y$ over the curve $T$. In order to prove the statement we only need to identify the reduced fibres $\Gamma_t$ and $Y_t$ for sufficiently general $t$. This is what we do in the following. (1) First, we show that $\Gamma_t = \Gamma(f_t)$ holds for every $t$ if $E \rightarrow T$ is a flat morphism. Recall that this happens if and only if every irreducible component of $E$ dominates $T$. Write $\dim X =: n+1$. We have $\Gamma_t = \Gamma(f_t) \cup E_t$. Remark that $\dim E < n+1$. Then $\dim E_t < n$ for every $t$, because of flatness. But all components of $\Gamma_t$ must have dimension $=n$ for every $t$. Thus $E_t$ is not a component and $\Gamma_t = \Gamma(f_t)$, for every $t$. In particular, every $\Gamma_t$ is irreducible of dimension $n$. In the present situation, the statement follows from the remark in the beginning. In the general case, by generic flatness, we have that $E|_{T'} \rightarrow T'$ is flat for some $T'$ and then, because of the remark, the statement follows. (2) We know that $Y_t = p'(\Gamma_t)$, and for $t \in T'$ we have from (1) that $\Gamma_t = \Gamma(f_t)$ and hence $Y_t = \overline{f_t(X_t)}$. In particular every such $Y_t$ is irreducible, and necessarily of dimension $= \dim Y -1$. Because of the remark above, the statement follows. \end{proof} In general, the family of graphs needs not exist for the full family of maps, as is seen later on in Remark \ref{example}. \section{The varieties of general type in a family} Using the technique of extension of differentials, from a special fibre to the total space of the family, we gave in \cite{GP}, \S 1.4, a proof of the assertion that the property of being a variety of general type is invariant in a 1-dimensional small deformation, where small refers to the Zariski topology. Here we point out that the same proof shows indeed a slightly stronger assertion, to the effect that the same property 'propagates' from a component of a fibre. \begin{thm}[] \label{generaltype} Let $T$ be a smooth irreducible curve, let $Y$ be a variety and let $Y \rightarrow T$ be a projective morphism. Assume that some fibre $Y_a$ has an irreducible component $Z$ which is a variety of general type, and that the restriction $Y \smallsetminus Y_a \rightarrow T \smallsetminus \{a\}$ is a family of varieties, as in \S {\rm 1.c}. Then there is a nonempty open subset $T'$ of $T$ such that $Y_t$ is a variety of general type for $t \in T'$. \end{thm} \begin{proof} Let $V \rightarrow Y$ be a resolution of singularities such that the strict transform $Z'$ of $Z$ is smooth. So $Z'$ is of general type, and \ $\dim H^{0}(Z',mK_{Z'}) \geq cm^{n}$ for $m \gg 0$. Denote by $\pi$ the composite map $V \rightarrow Y \rightarrow T$. Since $V \rightarrow T$ is generically smooth, and since $Y \rightarrow T$ is generically a family of varieties, restricting to some neighborhood of $a$, we may assume that for every $t \neq a$ the induced map $V_{t} \rightarrow Y_{t}$ is a resolution of singularities. As the general $V_t$ is irreducible, it follows that every $V_t$ is connected, by the Zariski connectedness theorem. The extension theorem of Takayama \cite{Tak2} applies, and gives us that there is a surjective restriction homomorphism $$\begin{array}{ccc} \pi_{*}\mathcal O_{V}(mK_{V}) \otimes k(a) & \longrightarrow & H^{0}(Z', mK_{Z'}) \end{array}.$$ The image $\pi_{*}\mathcal O_{V}(mK_{V})$ is a torsion free coherent sheaf on the smooth curve $T$, hence it is a locally free sheaf. So the dimension of $\pi_{*}\mathcal O_{V}(mK_{V}) \otimes k(t)$ is constant. For $t=a$ this dimension is $\geq cm^{n}$ for $m \gg 0$, by what we have seen above. \newcommand{\localmentelibero} {let $f:Y \rightarrow S$ be flat, $\mathcal F$ on $Y$ be flat over $S$. if $f_{*} \mathcal{F} \otimes k(t) \rightarrow H^{0}(Y_{t}, \mathcal{F}_{t})$ is surjective then it is an isomorphism, and the same holds in a neighborhood of $t$. moreover $f_{*} \mathcal{F}$ is locally free in a neighborhood of $t$ [Hartshorne, p. 290] } For $t \neq a$, since $mK_{V}|_{V_{t}} = m K_{V_{t}}$, one has the restriction homomorphism $$\begin{array}{ccc} \pi_{*}\mathcal O_{V}(mK_{V}) \otimes k(t) & \longrightarrow & H^{0}(V_{t}, \mathcal O_{V_{t}}(mK_{V}|_{V_{t}})) = H^{0}(V_{t}, mK_{V_{t}}) \end{array}$$ and in a smaller neighborhood of $a$ we may assume that this is an isomorphism for $t \neq a$. It follows that $\dim H^{0}(V_{t},mK_{V_{t}}) \geq cm^{n}$ for $m \gg 0$, hence $Y_{t}$ is of general type. This holds for every $t$ in a neighborhood of $a$. \end{proof} \section{Rigidity and limits} Another key point in our treatment is a result about limit maps in a generically trivial family of maps. The result that we give here is only slightly more general than the one in our previous paper, and the proof given here is more apparent. Let $X$ be a projective variety. Let $T$ be a smooth irreducible curve, let $Y \rightarrow T$ be a projective morphism, and let $f: T \times X \dasharrow Y$ be a family of rational maps on $X$, as in \S 1.d. Assume that for every $t \in T$ the rational map $f_t : X \dasharrow \overline{f_t(X)}$ is of finite degree $k$. Assume moreover that the family is {\em generically trivial}, as in Corollary \ref{weakrigidity}, i.e. that there is a nonempty open subset $T'$ of $T$ such that the restriction $f|_{T'}$ is obtained as $$T' \times X \overset{1 \times h}{\dasharrow} T' \times U \overset{g}{\dasharrow} Y|_{T'}$$ where $h: X \dasharrow U$ is a fixed dominant rational map, and where $g$ is a birational isomorphism which restricts to a birational isomorphism $g_t: U \dasharrow Y_t$ for every $t \in T'$. Then $f_{t} = g_{t} \circ h$ for $t \in T'$, so all these maps are birationally equivalent, of degree $\deg(f_{t}) = k = \deg(h)$. \begin{prop} \label{rigidityandlimits} Assume that $f: T \times X \dasharrow Y$ is a family of rational maps of constant degree $\deg(f_t)=k$, and assume that the family is generically trivial, as in the setting above. Then all maps $f_t$ are in the same birational equivalence class. \end{prop} \begin{proof} Let $a \in T$ be any point, and let us prove that $f_a$ is in the birational equivalence class of every $f_t$ with $t \in T'$. We may assume that $U$ is a normal variety. Recall that for a rational map of varieties over a base curve, from a normal variety to a variety which is proper over the base, the exceptional locus is of codimension $\geq 2$, by the valuative criterion of properness for instance. It follows that $g: T \times U \dasharrow Y$ restricts to a rational map $g_a: U \dasharrow Y_a$. Since $f = g \circ (1 \times h)$ holds as an equality of rational maps $T \times X \dasharrow Y$ then there is equality of restrictions $f_a = g_a \circ h$. And since $\deg(f_a) = k = \deg(h)$ then $\deg(g_a) = 1$ and $f_a$ is birationally equivalent to $h$ and to every $f_t$. \end{proof} \section{Linear rational maps} Let $\mathbb P^m = {\rm P}(V^{m+1})$ and let $X \subseteq \mathbb P^m$ be a non degenerate subvariety, of dimension $n$. The space of linear maps $\mathbb P^m \dasharrow \mathbb P^m$ is the projective space \begin{center} $\mathbb P^N = {\rm P}({\rm End(V)})$ \ with $N = (m+1)^2-1$. \end{center} We denote by $\alpha = \overline\ell$ a point in $\mathbb P^N$ and by $x = \overline v$ a point in $\mathbb P^m$. The evaluation homomorphism $(\ell,v) \mapsto \ell(v)$ determines a rational map $$\mathbb P^N \times X \dasharrow \mathbb P^m$$ and this is the family of linear rational maps $\alpha : X \dasharrow \mathbb P^m$. We denote by $\overline{\alpha(X)}$ the closed image and by $\Gamma(\alpha)$ the closed graph of the map $\alpha$. The subscheme $C \subset \mathbb P^N \times X$ defined by $\ell(v)=0$ is the exceptional locus of the rational map above. Consider the projection $C \rightarrow \mathbb P^N$. The fibre $C_{\alpha}$ is the trace in $X$ of the center of the linear projection $\alpha: \mathbb P^m \dasharrow \mathbb P^m$. \begin{rem} \label{example} \em The subscheme $\Gamma \subset \mathbb P^N \times X \times \mathbb P^m$ defined by $\ell(v) \wedge w =0$ is the closed graph of the rational map above. Clearly $\Gamma$ contains $C \times \mathbb P^m$. The projection $\Gamma \rightarrow \mathbb P^N$ does not define the family of graphs. The fibre is given by $\Gamma_{\alpha} = \Gamma(\alpha) \cup\, C_{\alpha} \times \mathbb P^m$. It is clear, just looking at dimensions, that $\Gamma_\alpha = \Gamma(\alpha)$ if and only if $C_{\alpha} = \emptyset$. \end{rem} In $\mathbb P^N$ define the following subsets: \begin{itemize} \item[] $R$ \ \ the subset of all $\alpha$ such that $\alpha: X \dasharrow \overline{\alpha(X)}$ is of finite degree, \item[] $R_k$ \ the subset of all $\alpha \in R$ with $\deg(\alpha)= k$, \end{itemize} for every integer $k > 0$. \begin{prop} \label{constructible} $(1)$ $R$ is an open subset. $(2)$ $R_k$ is a constructible subset for every $k > 0$. \end{prop} \begin{proof} (1) In $(\mathbb P^N \times X) \smallsetminus C$ let $U$ be the subset of pairs $(\alpha,x)$ such that $\dim_{x} \alpha^{-1}(\overline{\alpha(X)}) = 0$. It is an open subset. In $\mathbb P^N$ the image of $U$ coincides with $R$. In fact, if $\alpha$ admits some point $x \in X \smallsetminus C_{\alpha}$ which is isolated in its fibre, then its general fibre is of dimension $0$. As the projection $\mathbb P^N \times X \rightarrow \mathbb P^N$ is an open map, $R$ is open in $\mathbb P^N$. (2) In $\mathbb P^N \times X^{\times k}$ let $U_{k}$ be the subset of sequences $(\alpha,x_1,\ldots,x_k) =: (\alpha, \bar x)$ such that every $(\alpha, x_i)$ belongs to $U$ and $\alpha(x_1) = \cdots = \alpha(x_k)$ while in the sequence $(x_1,\ldots,x_k)$ there is no coincidence. For every $\alpha \in R$ denote by $U_k(\alpha)$ the fibre of $U_k$ over $\alpha$. Let $V_k$ be the subset such that $\dim_{(\alpha, \bar x)} U_k(\alpha) = n$. This is a locally closed subset in $\mathbb P^N \times X^{\times k}$. In $\mathbb P^N$ the image ${V_k}'$ of $V_k$ is the locus of $\alpha \in R$ with $\deg \alpha \geq k$. In fact, if $\alpha$ admits some sequence $(x_1,\ldots,x_k)$ such that $\dim_{(\bar x)} U_k(\alpha) = n$, as the projection $U_k(\alpha) \rightarrow X$ has 0-dimensional fibres, then $U_k(\alpha)$ dominates $X$, and hence for a general point $x_1$ the fibre of $\alpha$ contains at least $k$ distinct points $x_1,\ldots,x_k$. It follows that $R_k$ coincides with ${V_k}' \smallsetminus {V_{k+1}}'$. \end{proof} \section{Refined finiteness theorem} Let $X$ be a smooth projective variety of general type, of dimension $n$. Let $X' \subset \mathbb P^M$ be the image of $X$ in the $r_n$-canonical birational embedding, see Theorem \ref{HKT}. Here $M = h^0(X,r_nK_X) -1$ is bounded above in (\ref{embdim}). Every rational map of finite degree $f: X \dasharrow Y$ to a smooth projective variety of general type, taking the $r_n$-canonical model $Y' \subset \mathbb P^M$, gives rise to a linear rational map $\alpha: X' \dasharrow \mathbb P^M$ with $\overline{\alpha(X')} = Y'$. In this natural way the set of birational equivalence classes of rational maps of finite degree from $X$ to varieties of general type is injected into the set of birational equivalence classes of linear rational maps of finite degree from $X'$ to $\mathbb P^M$. Our main result is concerned with the geometric structure of these special equivalence classes. \begin{thm} \label{connectedcomponent} Let $X$ be a smooth projective variety of general type. A birational equivalence class of rational maps of degree $k$ from $X$ to smooth projective varieties of general type forms a union of connected components of $R_k$. \end{thm} \begin{proof} Let $\alpha \in R_k$ be such that $\overline{\alpha(X')}$ is of general type. Let $T$ be a smooth irreducible curve with a morphism $T \rightarrow R_k$, that we write as $t \mapsto \alpha_t$, and with some point $a \in T$ such that $a \mapsto \alpha$. We claim that all maps $\alpha_t$ are birationally isomorphic to $\alpha$. Consider the rational map $T \times X' \dasharrow T \times \mathbb P^M$ which represents the family of maps $\alpha_t$. Let $Y$ be its closed image in $T \times \mathbb P^M$. There is a nonempty open subset $T'$ of $T$ such that $Y|_{T'} \rightarrow T'$ is the family of closed images, by Proposition \ref{familyofgraphs}. The fibre $Y_a$ contains $\overline{\alpha(X')}$, a variety of general type. It follows from Theorem \ref{generaltype} that, shrinking $T'$ if necessary, we may assume that for every $t \in T'$ the variety $\overline{\alpha_t(X')}$ is of general type. Then it follows from Corollary \ref{weakrigidity} to the rigidity theorem that, shrinking $T'$ again, we may assume that the restriction $T' \times X' \dasharrow Y|_{T'}$ is a trivial family. And then it follows from Proposition \ref{rigidityandlimits} that all maps $\alpha_t$ with $t \in T$ are birationally equivalent, as we claimed. So we reach the conclusion. Every irreducible curve through $\alpha$ in $R_k$ is the image of a smooth irreducible curve $T$ as above, and therefore is fully contained in the birational equivalence class of $\alpha$. Therefore every connected curve through $\alpha$ in $R_k$ is fully contained in the birational equivalence class of $\alpha$. Since $R_k$ is constructible, by Proposition \ref{constructible}, this means that the connected component of $\alpha$ in $R_k$ is contained in the birational equivalence class of $\alpha$. \end{proof} The space $R$ admits the stratification $\bigsqcup R_k$, where the degree $k$ is bounded above in $(\ref{deg1})$ in terms of the function $r_n$, or in $(\ref{deg2})$ in terms of the function $\epsilon_n$. As an immediate consequence of the previous result we obtain the following refined version of the finiteness theorem, which improves our previous result \cite{GP}, Theorem 4.3. \begin{thm} \label{finiteness} Let $X$ be a smooth projective variety of general type. The number of birational equivalence classes of rational maps of finite degree from $X$ to smooth projective varieties of general type is bounded above by the number of connected components of strata in the stratification $R = \bigsqcup R_k$. \end{thm} We showed in \cite{GP} that the finite number of classes of maps in the finiteness theorem has an upper bound of the form $B(n,v)$ where $n = \dim (X)$ and $v = {\rm vol}(K_X)$, and that such a function $B$ can be explicitely computed in terms of the function $r_n$. This is obtained by means of rather cumbersome computations with the complexity of a certain bunch of subvarieties of Chow varieties, that was used as a parameter space for rational maps. We believe that an analogous computation working with the much simpler parametrization that has been established in the present paper will lead to a simpler procedure and to a better result for the function $B$.
{ "timestamp": "2012-03-13T01:01:04", "yymm": "1203", "arxiv_id": "1203.2246", "language": "en", "url": "https://arxiv.org/abs/1203.2246" }
"\\section{Introduction}\n\nGalactic bars are believed to play a crucial role in galaxy evolution.\n(...TRUNCATED)
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"\\section{Introduction}\n\\label{Introduction}\n\\hl{Thermodynamic measurements with both good abso(...TRUNCATED)
{"timestamp":"2012-03-12T01:01:19","yymm":"1203","arxiv_id":"1203.2049","language":"en","url":"https(...TRUNCATED)
"\\section{Introduction}\r\n\r\nIt is proved in \\cite{TeTr} that a simplicial complex $\\Delta$ is (...TRUNCATED)
{"timestamp":"2012-03-12T01:00:29","yymm":"1203","arxiv_id":"1203.1969","language":"en","url":"https(...TRUNCATED)
"\\section*{Methods}\n\\begin{small}\n\n\\begin{bfseries}\nLasersystem for the fundamental beams.\n\(...TRUNCATED)
{"timestamp":"2012-03-12T01:02:01","yymm":"1203","arxiv_id":"1203.2121","language":"en","url":"https(...TRUNCATED)
"\\chapter*{\\sc \\textbf{Preface}}\n\\markboth{\\sc \\textbf{Preface}}{\\sc \\textbf{Preface}}\n\\a(...TRUNCATED)
{"timestamp":"2012-03-12T01:02:34","yymm":"1203","arxiv_id":"1203.2159","language":"en","url":"https(...TRUNCATED)
"\\section{Introduction}\n\nIn his celebrated theorem \n\\citet{Nas:PNASUSA1950, Nas:AM1951} used fi(...TRUNCATED)
{"timestamp":"2013-09-18T02:03:34","yymm":"1203","arxiv_id":"1203.2301","language":"en","url":"https(...TRUNCATED)
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