import Mathlib import OAI.MathematicalPhysics.SheetFlows.FormulaProfiles import OAI.MathematicalPhysics.SheetFlows.CircuitPrograms namespace OAI /-! SheetFlows effective forcing. -/ section open Set Filter Encodable open scoped BigOperators Topology namespace Solenoidal namespace Computing def readCode {α : Type*} [Primcodable α] [Inhabited α] (c : Nat.Partrec.Code) (n : ℕ) : Part α := (c.eval n).map (fun k => (decode k).getD default) theorem readCode_pr {α : Type*} [Primcodable α] [Inhabited α] : Partrec₂ (@readCode α _ _) := by exact Nat.Partrec.Code.eval_part.map ((Primrec.option_getD_default.comp (Primrec.decode.comp .snd)).to_comp.to₂) theorem readCode_mem {α : Type*} [Primcodable α] [Inhabited α] {c : Nat.Partrec.Code} {n : ℕ} {a : α} (h : encode a ∈ c.eval n) : a ∈ readCode c n := by unfold readCode have hh := Part.mem_map (fun k => (decode k).getD (default:α)) h simpa only [encodek,Option.getD_some] using hh def precision (L ε : ℚ) : Part ℕ := Nat.rfind (fun n => Part.some (decide (L*(1/2:ℚ)^n < ε/2))) theorem precision_pr : Partrec₂ precision := by exact Partrec.rfind ((rat_lt.comp (rat_mul.comp (Primrec.fst.comp .fst) (rat_pow.comp (.const (1/2)) .snd)) (rat_div.comp (Primrec.snd.comp .fst) (.const 2))).decide.to_comp.partrec.to₂) abbrev BallVector := Fin 3 → QBall abbrev RationalPoint := Fin 4 → ℚ abbrev JetRequest := List (Fin 4) × RationalPoint × ℕ abbrev BallOracle := JetRequest →. BallVector def radiusSum (b : BallVector) : ℚ := ∑ j, (b j).2 def centers (b : BallVector) : Fin 3 → ℚ := fun j => (b j).1 theorem radiusSum_pr : Primrec radiusSum := fin_sum_rat (fun j => Primrec.snd.comp (Primrec.fin_app.comp .id (.const j))) theorem centers_pr : Primrec centers := by apply Primrec.fin_curry.mpr exact (Primrec.fst.comp Primrec.fin_app).to₂ def ballTest (ε : ℚ) (b : BallVector) : Bool := decide (radiusSum b < ε/2) theorem ballTest_pr : Primrec₂ ballTest := (rat_lt.comp (radiusSum_pr.comp .snd) (rat_div.comp .fst (.const 2))).decide.to₂ def improve (A : BallOracle) (p : List (Fin 4) × RationalPoint × ℚ) : Part (Fin 3 → ℚ) := (Nat.rfind (fun n => (A (p.1,p.2.1,n)).map (ballTest p.2.2))).bind fun n => (A (p.1,p.2.1,n)).map centers theorem improve_pr {A : BallOracle} (hA : Partrec A) : Partrec (improve A) := by have ha : Partrec (fun p : (List (Fin 4) × RationalPoint × ℚ) × ℕ => A (p.1.1,p.1.2.1,p.2)) := hA.comp ((Primrec.fst.comp .fst).pair ((Primrec.fst.comp (Primrec.snd.comp .fst)).pair .snd)).to_comp have hp : Partrec₂ (fun p : List (Fin 4) × RationalPoint × ℚ => fun n => (A (p.1,p.2.1,n)).map (ballTest p.2.2)) := (ha.map (ballTest_pr.comp (Primrec.snd.comp (Primrec.snd.comp (Primrec.fst.comp .fst))) .snd).to_comp.to₂).to₂ exact (Partrec.rfind hp).bind (ha.map (centers_pr.comp .snd).to_comp.to₂).to₂ def evalJets (B : List (Fin 4) → ℚ) (A : BallOracle) (p : List (Fin 4) × Nat.Partrec.Code × ℚ) : Part (Fin 3 → ℚ) := (precision (jetLipschitz B p.1) p.2.2).bind fun n => (readCode p.2.1 n).bind fun q => improve A (p.1,q,p.2.2) theorem evalJets_pr {B : List (Fin 4) → ℚ} (hB : Primrec B) {A : BallOracle} (hA : Partrec A) : Partrec (evalJets B A) := by have hn : Partrec (fun p : List (Fin 4) × Nat.Partrec.Code × ℚ => precision (jetLipschitz B p.1) p.2.2) := precision_pr.comp ((jetLipschitz_pr hB).comp .fst).to_comp (Primrec.snd.comp .snd).to_comp have hq : Partrec (fun p : (List (Fin 4) × Nat.Partrec.Code × ℚ) × ℕ => @readCode RationalPoint _ _ p.1.2.1 p.2) := readCode_pr.comp (Primrec.fst.comp (Primrec.snd.comp .fst)).to_comp Primrec.snd.to_comp exact hn.bind (hq.bind ((improve_pr hA).comp ((Primrec.fst.comp (Primrec.fst.comp .fst)).pair (Primrec.snd.pair (Primrec.snd.comp (Primrec.snd.comp (Primrec.fst.comp .fst))))).to_comp).to₂).to₂ end Computing end Solenoidal end section open Set Filter Encodable open scoped BigOperators Topology namespace Solenoidal namespace Computing theorem precision_correct (L ε : ℚ) (hε : 0 < ε) : ∃ n, n ∈ precision L ε ∧ L*(1/2:ℚ)^n < ε/2 := by have hlim : Tendsto (fun n : ℕ => (L:ℝ)*(1/2:ℝ)^n) atTop (𝓝 0) := by simpa using (tendsto_pow_atTop_nhds_zero_of_lt_one (by norm_num : (0:ℝ)≤1/2) (by norm_num : (1/2:ℝ)<1)).const_mul (L:ℝ) have heps : (0:ℝ) < (ε:ℝ)/2 := by exact_mod_cast (div_pos hε (by norm_num : (0:ℚ)<2)) obtain ⟨n,hn⟩ := (hlim.eventually (gt_mem_nhds heps)).exists have hnq : L*(1/2:ℚ)^n < ε/2 := by apply (Rat.cast_lt (K := ℝ)).mp simpa only [Rat.cast_mul, Rat.cast_pow, Rat.cast_div, Rat.cast_one, Rat.cast_ofNat] using hn have hd : (precision L ε).Dom := Nat.rfind_dom.mpr ⟨n,by simpa only [Part.mem_some_iff,true_eq_decide_iff] using hnq, fun {_} _ => trivial⟩ obtain ⟨k,hk⟩ := Part.dom_iff_mem.mp hd refine ⟨k,hk,?_⟩ have hh := Nat.rfind_spec hk simpa only [Part.mem_some_iff,true_eq_decide_iff] using hh def OracleCorrect (A : BallOracle) (u : Field) : Prop := ∀ a q, ∃ b : ℕ → BallVector, (∀ n, b n ∈ A (a,q,n)) ∧ ∀ j, QBall.Approximates (fun n => b n j) (mixedDerivative u a (Circuit.ofRational q) j) theorem radiusSum_nonneg {b : BallVector} {v : Space} (h : ∀ j, (b j).Contains (v j)) : 0 ≤ radiusSum b := Finset.sum_nonneg (fun j _ => QBall.radius_nonneg (h j)) theorem centers_error {b : BallVector} {v : Space} (h : ∀ j, (b j).Contains (v j)) : ‖(fun j => (centers b j:ℝ)) - v‖ ≤ (radiusSum b:ℝ) := by apply (pi_norm_le_iff_of_nonneg (by exact_mod_cast radiusSum_nonneg h)).mpr intro j exact (h j).trans (by exact_mod_cast Finset.single_le_sum (fun k _ => QBall.radius_nonneg (h k)) (Finset.mem_univ j)) theorem improve_correct {A : BallOracle} {u : Field} (hA : OracleCorrect A u) (a : List (Fin 4)) (q : RationalPoint) (ε : ℚ) (hε : 0 < ε) : ∃ r : Fin 3 → ℚ, r ∈ improve A (a,q,ε) ∧ ‖(fun j => (r j:ℝ)) - mixedDerivative u a (Circuit.ofRational q)‖ < (ε:ℝ)/2 := by obtain ⟨b,hb,happrox⟩ := hA a q have hlim : Tendsto (fun n => (radiusSum (b n):ℝ)) atTop (𝓝 0) := by simpa [radiusSum] using tendsto_finsetSum Finset.univ (fun j _ => (happrox j).radius) have heps : (0:ℝ) < (ε:ℝ)/2 := by exact_mod_cast (div_pos hε (by norm_num : (0:ℚ)<2)) obtain ⟨n,hn⟩ := (hlim.eventually (gt_mem_nhds heps)).exists have hnq : radiusSum (b n) < ε/2 := by exact_mod_cast hn have htest (m : ℕ) : ballTest ε (b m) ∈ (A (a,q,m)).map (ballTest ε) := Part.mem_map _ (hb m) have hd : (Nat.rfind (fun m => (A (a,q,m)).map (ballTest ε))).Dom := by apply Nat.rfind_dom.mpr refine ⟨n,?_,fun {m} _ => (htest m).1⟩ simpa only [ballTest,decide_eq_true hnq] using htest n obtain ⟨k,hk⟩ := Part.dom_iff_mem.mp hd have heq : ballTest ε (b k) = true := Part.mem_unique (htest k) (Nat.rfind_spec hk) have he : radiusSum (b k) < ε/2 := of_decide_eq_true heq refine ⟨centers (b k),Part.mem_bind hk (Part.mem_map centers (hb k)),?_⟩ exact (centers_error (fun j => (happrox j).contains k)).trans_lt (by exact_mod_cast he) theorem ofRational_distance (q : RationalPoint) (z : SpaceTime) : ‖Circuit.ofRational q - z‖ = ‖(fun j => (q j:ℝ)) - flatten z‖ := by rw [← norm_flatten] congr 1 ext j fin_cases j <;> rfl theorem evalJets_correct {u : Field} (hu : Smooth u) {B : List (Fin 4) → ℚ} (hB : ∀ a, 0 ≤ B a) (hb : ∀ a z, ‖mixedDerivative u a z‖ ≤ (B a:ℝ)) {A : BallOracle} (hA : OracleCorrect A u) (a : List (Fin 4)) (c : Nat.Partrec.Code) (z : SpaceTime) (hc : NamesPoint c z) (ε : ℚ) (hε : 0 < ε) : ∃ r : Fin 3 → ℚ, r ∈ evalJets B A (a,c,ε) ∧ ‖(fun j => (r j:ℝ)) - mixedDerivative u a z‖ < (ε:ℝ) := by obtain ⟨n,hn,hnlt⟩ := precision_correct (jetLipschitz B a) ε hε obtain ⟨q,hq,hqerr⟩ := hc n obtain ⟨r,hr,hrerr⟩ := improve_correct hA a q ε hε refine ⟨r,Part.mem_bind hn (Part.mem_bind (readCode_mem hq) hr),?_⟩ have hdist : ‖Circuit.ofRational q-z‖ ≤ (1/2:ℝ)^n := by rwa [ofRational_distance] have hlip := mixed_lipschitz hu hB hb a (Circuit.ofRational q) z have herr : ‖mixedDerivative u a (Circuit.ofRational q) - mixedDerivative u a z‖ < (ε:ℝ)/2 := by apply hlip.trans_lt apply (mul_le_mul_of_nonneg_left hdist (by exact_mod_cast jetLipschitz_nonneg hB a)).trans_lt have hh : ((jetLipschitz B a * (1/2:ℚ)^n : ℚ):ℝ) < ((ε/2:ℚ):ℝ) := Rat.cast_lt.mpr hnlt simpa only [Rat.cast_mul, Rat.cast_pow, Rat.cast_div, Rat.cast_one, Rat.cast_ofNat] using hh calc ‖(fun j => (r j:ℝ)) - mixedDerivative u a z‖ ≤ ‖(fun j => (r j:ℝ)) - mixedDerivative u a (Circuit.ofRational q)‖ + ‖mixedDerivative u a (Circuit.ofRational q) - mixedDerivative u a z‖ := by simpa only [dist_eq_norm] using dist_triangle (fun j => (r j:ℝ)) (mixedDerivative u a (Circuit.ofRational q)) (mixedDerivative u a z) _ < (ε:ℝ)/2+(ε:ℝ)/2 := add_lt_add hrerr herr _ = _ := by ring end Computing theorem effective_of_oracle {u : Field} (hu : Smooth u) {B : List (Fin 4) → ℚ} (hBpr : Primrec B) (hB : ∀ a, 0 ≤ B a) (hb : ∀ a z, ‖mixedDerivative u a z‖ ≤ (B a:ℝ)) {A : Computing.BallOracle} (hApr : Partrec A) (hA : Computing.OracleCorrect A u) : Effective u := by obtain ⟨e,he⟩ := Computing.partrec_code (Computing.evalJets_pr hBpr hApr) refine ⟨e,fun a c z hc ε hε => ?_⟩ obtain ⟨r,hr,herr⟩ := Computing.evalJets_correct hu hB hb hA a c z hc ε hε have hh := he (a,c,ε) r hr exact ⟨r,hh,herr⟩ theorem HasCircuit.effective {u : Field} (h : HasCircuit u) (hu : Smooth u) (hx : SpatiallyPeriodic u) (ht : OnePeriodic u) : Effective u := by obtain ⟨e,he⟩ := h apply effective_of_oracle hu (Computing.circuit_jetBound e) (Circuit.jetBound_nonneg e) (circuit_periodic_bound hu hx ht he) (Computing.circuit_jetApprox e).to_comp.partrec intro a q exact ⟨Circuit.jetApprox e a q,fun precision => Part.mem_some (Circuit.jetApprox e a q precision), circuit_periodic_approx hu hx ht he a q⟩ end Solenoidal end open Set Filter Encodable open scoped BigOperators Topology namespace Solenoidal theorem mixedDerivative_add {u v : Field} (hu : Smooth u) (hv : Smooth v) (a : List (Fin 4)) : mixedDerivative (u+v) a = mixedDerivative u a + mixedDerivative v a := by induction a with | nil => rfl | cons j a ih => funext z rw [mixedDerivative,ih] dsimp only rw [fderiv_add ((mixedDerivative_contDiff hu a).differentiable (by simp) z) ((mixedDerivative_contDiff hv a).differentiable (by simp) z)] rfl theorem mixedDerivative_smul {u : Field} (hu : Smooth u) (r : ℝ) (a : List (Fin 4)) : mixedDerivative (r • u) a = r • mixedDerivative u a := by induction a with | nil => rfl | cons j a ih => funext z rw [mixedDerivative,ih] dsimp only rw [fderiv_const_smul ((mixedDerivative_contDiff hu a).differentiable (by simp) z)] rfl theorem smooth_linear {u v : Field} (hu : Smooth u) (hv : Smooth v) (r : ℝ) : Smooth (u+r•v) := hu.add (hv.const_smul r) theorem mixedDerivative_linear {u v : Field} (hu : Smooth u) (hv : Smooth v) (r : ℝ) (a : List (Fin 4)) : mixedDerivative (u+r•v) a = mixedDerivative u a + r • mixedDerivative v a := by rw [mixedDerivative_add (v := r • v) hu (hv.const_smul r),mixedDerivative_smul hv] namespace Computing def realBall (c : Nat.Partrec.Code) (n : ℕ) : Part QBall := (@readCode ℚ _ _ c n).map (fun q => (q,(1/2:ℚ)^n)) theorem realBall_pr : Partrec₂ realBall := (readCode_pr.map (Primrec.snd.pair (rat_pow.comp (.const (1/2)) (Primrec.snd.comp .fst))).to_comp.to₂) theorem realBall_correct {c : Nat.Partrec.Code} {r : ℝ} (h : NamesReal c r) : ∃ b : ℕ → QBall, (∀ n, b n ∈ realBall c n) ∧ QBall.Approximates b r := by classical choose q hq he using h refine ⟨fun n => (q n,(1/2:ℚ)^n),fun n => Part.mem_map _ (readCode_mem (hq n)),?_,?_⟩ · intro n simpa [QBall.Contains] using he n · simpa using (tendsto_pow_atTop_nhds_zero_of_lt_one (by norm_num : (0:ℝ)≤1/2) (by norm_num : (1/2:ℝ)<1)) def linearBalls (r : QBall) (a b : BallVector) : BallVector := fun j => (a j).add (r.mul (b j)) theorem linearBalls_pr : Primrec (fun p : QBall × BallVector × BallVector => linearBalls p.1 p.2.1 p.2.2) := by apply Primrec.fin_curry.mpr apply Primrec₂.mk exact ball_add.comp (Primrec.fin_app.comp (Primrec.fst.comp (Primrec.snd.comp .fst)) .snd) (ball_mul.comp (Primrec.fst.comp .fst) (Primrec.fin_app.comp (Primrec.snd.comp (Primrec.snd.comp .fst)) .snd)) def linearOracle (c : Nat.Partrec.Code) (A B : BallOracle) (p : JetRequest) : Part BallVector := (realBall c p.2.2).bind fun r => (A p).bind fun a => (B p).map (linearBalls r a) theorem linearOracle_pr (c : Nat.Partrec.Code) {A B : BallOracle} (hA : Partrec A) (hB : Partrec B) : Partrec (linearOracle c A B) := by have hr : Partrec (fun p : JetRequest => realBall c p.2.2) := realBall_pr.comp (.const c) (Primrec.snd.comp .snd).to_comp have ha : Partrec (fun p : JetRequest × QBall => A p.1) := hA.comp .fst have hb : Partrec (fun p : (JetRequest × QBall) × BallVector => B p.1.1) := hB.comp (Primrec.fst.comp .fst).to_comp exact hr.bind (ha.bind (hb.map (linearBalls_pr.comp ((Primrec.snd.comp (Primrec.fst.comp .fst)).pair ((Primrec.snd.comp .fst).pair .snd))).to_comp.to₂).to₂).to₂ theorem linearOracle_correct {c : Nat.Partrec.Code} {r : ℝ} (hc : NamesReal c r) {u v : Field} (hu : Smooth u) (hv : Smooth v) {A B : BallOracle} (hA : OracleCorrect A u) (hB : OracleCorrect B v) : OracleCorrect (linearOracle c A B) (u+r•v) := by obtain ⟨br,hbr,hbrc⟩ := realBall_correct hc intro a q obtain ⟨bu,hbu,hbuc⟩ := hA a q obtain ⟨bv,hbv,hbvc⟩ := hB a q refine ⟨fun n => linearBalls (br n) (bu n) (bv n),fun n => Part.mem_bind (hbr n) (Part.mem_bind (hbu n) (Part.mem_map _ (hbv n))),?_⟩ intro j rw [mixedDerivative_linear hu hv] exact (hbuc j).add (hbrc.mul (hbvc j)) end Computing theorem NamesReal.rationalBound {c : Nat.Partrec.Code} {r : ℝ} (h : NamesReal c r) : ∃ M : ℚ, 0 ≤ M ∧ |r| ≤ (M:ℝ) := by obtain ⟨q,hq,he⟩ := h 0 refine ⟨|q|+1,by positivity,?_⟩ have hh := abs_sub_comm (q:ℝ) r have ht : |r| ≤ |r-(q:ℝ)|+|(q:ℝ)| := by simpa using abs_add_le (r-(q:ℝ)) (q:ℝ) simp only [pow_zero] at he push_cast rw [← hh] at ht linarith def linearBound (M : ℚ) (B C : List (Fin 4) → ℚ) (a : List (Fin 4)) : ℚ := B a + M * C a theorem linearBound_pr (M : ℚ) {B C : List (Fin 4) → ℚ} (hb : Primrec B) (hc : Primrec C) : Primrec (linearBound M B C) := Computing.rat_add.comp hb (Computing.rat_mul.comp (.const M) hc) theorem linearBound_nonneg {M : ℚ} (hM : 0 ≤ M) {B C : List (Fin 4) → ℚ} (hb : ∀ a, 0 ≤ B a) (hc : ∀ a, 0 ≤ C a) (a : List (Fin 4)) : 0 ≤ linearBound M B C a := add_nonneg (hb a) (mul_nonneg hM (hc a)) theorem linearBound_correct {u v : Field} (hu : Smooth u) (hv : Smooth v) {r : ℝ} {M : ℚ} (hM : |r| ≤ (M:ℝ)) {B C : List (Fin 4) → ℚ} (hb : ∀ a z, ‖mixedDerivative u a z‖ ≤ (B a:ℝ)) (hc : ∀ a z, ‖mixedDerivative v a z‖ ≤ (C a:ℝ)) (a : List (Fin 4)) (z : SpaceTime) : ‖mixedDerivative (u+r•v) a z‖ ≤ (linearBound M B C a:ℝ) := by rw [mixedDerivative_linear hu hv] apply (norm_add_le _ _).trans simp only [Pi.smul_apply,norm_smul,Real.norm_eq_abs,linearBound,Rat.cast_add,Rat.cast_mul] exact add_le_add (hb a z) (mul_le_mul hM (hc a z) (norm_nonneg _) ((abs_nonneg r).trans hM)) theorem effectiveBounds_of_bound {u : Field} {B : List (Fin 4) → ℚ} (hpr : Primrec B) (hn : ∀ a, 0 ≤ B a) (hb : ∀ a z, ‖mixedDerivative u a z‖ ≤ (B a:ℝ)) : EffectiveBounds u := by obtain ⟨c,hc⟩ := Computing.partrec_code hpr.to_comp.partrec exact ⟨c,fun a => ⟨B a,hc a (B a) (Part.mem_some _),hn a,hb a⟩⟩ theorem HasCircuit.computable_linear {u v : Field} (hU : HasCircuit u) (hV : HasCircuit v) (hu : Smooth u) (hv : Smooth v) (hux : SpatiallyPeriodic u) (hvx : SpatiallyPeriodic v) (hut : OnePeriodic u) (hvt : OnePeriodic v) {r : ℝ} (hr : ComputableReal r) : Effective (u+r•v) ∧ EffectiveBounds (u+r•v) := by obtain ⟨c,hc⟩ := hr obtain ⟨M,hM,hMr⟩ := hc.rationalBound obtain ⟨e,he⟩ := hU obtain ⟨f,hf⟩ := hV let B := linearBound M (Circuit.jetBound e) (Circuit.jetBound f) have hBp : Primrec B := linearBound_pr M (Computing.circuit_jetBound e) (Computing.circuit_jetBound f) have hBn : ∀ a, 0 ≤ B a := linearBound_nonneg hM (Circuit.jetBound_nonneg e) (Circuit.jetBound_nonneg f) have hBb : ∀ a z, ‖mixedDerivative (u+r•v) a z‖ ≤ (B a:ℝ) := linearBound_correct hu hv hMr (circuit_periodic_bound hu hux hut he) (circuit_periodic_bound hv hvx hvt hf) constructor · apply effective_of_oracle (smooth_linear hu hv r) hBp hBn hBb (Computing.linearOracle_pr c (Computing.circuit_jetApprox e).to_comp.partrec (Computing.circuit_jetApprox f).to_comp.partrec) apply Computing.linearOracle_correct hc hu hv · intro a q exact ⟨Circuit.jetApprox e a q,fun _ => Part.mem_some _,circuit_periodic_approx hu hux hut he a q⟩ · intro a q exact ⟨Circuit.jetApprox f a q,fun _ => Part.mem_some _,circuit_periodic_approx hv hvx hvt hf a q⟩ · exact effectiveBounds_of_bound hBp hBn hBb theorem HasRationalFormula.directForce_effective {u : Field} (h : HasRationalFormula u) (hu : Smooth u) (hx : SpatiallyPeriodic u) (ht : OnePeriodic u) {ν : ℝ} (hν : ComputableReal ν) : Effective (globalDirectForce ν u) ∧ EffectiveBounds (globalDirectForce ν u) := by have hux : SpatiallyPeriodic (Solenoidal.fullTimePartial u) := by rw [fullTimePartial_eq_fieldDirectional hu] exact fieldDirectional_spatially_periodic hu hx _ have hut : OnePeriodic (Solenoidal.fullTimePartial u) := by rw [fullTimePartial_eq_fieldDirectional hu] exact fieldDirectional_onePeriodic hu ht _ have hvx : SpatiallyPeriodic ((-1:ℝ) • Solenoidal.laplacian u) := by intro t x k change (-1:ℝ) • (∑ j, Solenoidal.spatialPartial (Solenoidal.spatialPartial u j) j t (x+deck k)) = (-1:ℝ) • (∑ j, Solenoidal.spatialPartial (Solenoidal.spatialPartial u j) j t x) congr 1 exact Finset.sum_congr rfl (fun j _ => spatialPartial_spatially_periodic (smooth_spatialPartial hu j) (spatialPartial_spatially_periodic hu hx j) j t x k) have hvt : OnePeriodic ((-1:ℝ) • Solenoidal.laplacian u) := by intro t x change (-1:ℝ) • (∑ j, Solenoidal.spatialPartial (Solenoidal.spatialPartial u j) j (t+1) x) = (-1:ℝ) • (∑ j, Solenoidal.spatialPartial (Solenoidal.spatialPartial u j) j t x) congr 1 exact Finset.sum_congr rfl (fun j _ => spatialPartial_onePeriodic (smooth_spatialPartial hu j) (spatialPartial_onePeriodic hu ht j) j t x) have hV : HasCircuit ((-1:ℝ) • Solenoidal.laplacian u) := by simpa only [Rat.cast_neg, Rat.cast_one] using (((h.laplacian hu).smul (-1)).circuit) have hvs : Smooth ((-1:ℝ) • Solenoidal.laplacian u) := (smooth_laplacian hu).const_smul (-1:ℝ) have hh := ((h.fullTimePartial hu).circuit).computable_linear hV (smooth_fullTimePartial hu) hvs hux hvx hut hvt hν have he : globalDirectForce ν u = Solenoidal.fullTimePartial u + ν • ((-1:ℝ) • Solenoidal.laplacian u) := by ext t x j simp [globalDirectForce,sub_eq_add_neg] rwa [← he] at hh end Solenoidal end OAI