| % eegfiltfft() - (high|low|band)-pass filter data using inverse fft | |
| % (without using the Matlab signal processing toolbox) | |
| % Usage: | |
| % >> [smoothdata] = eegfiltfft(data,srate,locutoff,hicutoff); | |
| % >> [smoothdata] = eegfiltfft(data,srate,locutoff,hicutoff,epochframes,filtorder,revfilt); | |
| % | |
| % Inputs: | |
| % data = (channels,frames*epochs) data to filter | |
| % srate = data sampling rate (Hz) | |
| % locutoff = low-edge frequency in pass band (Hz) {0 -> lowpass} | |
| % hicutoff = high-edge frequency in pass band (Hz) {0 -> highpass} | |
| % | |
| % Optional inputs: | |
| % epochframes = frames per epoch (filter each epoch separately {def/0: data is 1 epoch} | |
| % filtorder = argument not used (but required for symetry with eegfilt() function). | |
| % revfilt = [0|1] reverse filter (i.e. bandpass filter to notch filter). {0} | |
| % | |
| % Outputs: | |
| % smoothdata = smoothed data | |
| % | |
| % Known problems: | |
| % The signal drop off is much smaller compared to standard filtering methods | |
| % | |
| % Author: Arnaud Delorme, SCCN/INC/UCSD, La Jolla, 2003 | |
| % | |
| % See also: eegfilt() | |
| % inspired from a ggogle group message | |
| % http://groups.google.com/groups?q=without+%22the+signal+processing+toolbox%22&hl=en&lr=&ie=UTF-8&oe=UTF-8&selm=f56893ae.0311141025.3069d4f8%40posting.google.com&rnum=8 | |
| % Copyright (C) Arnaud Delorme, SCCN/INC/UCSD, arno@salk.edu | |
| % | |
| % This program is free software; you can redistribute it and/or modify | |
| % it under the terms of the GNU General Public License as published by | |
| % the Free Software Foundation; either version 2 of the License, or | |
| % (at your option) any later version. | |
| % | |
| % This program is distributed in the hope that it will be useful, | |
| % but WITHOUT ANY WARRANTY; without even the implied warranty of | |
| % MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
| % GNU General Public License for more details. | |
| % | |
| % You should have received a copy of the GNU General Public License | |
| % along with this program; if not, write to the Free Software | |
| % Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA | |
| function smoothdata = eegfiltfft(data, fs, lowcut, highcut, epochframes, filtorder, revfilt); | |
| if nargin < 4 | |
| help eegfiltfft; | |
| end; | |
| [chans frames] = size(data); | |
| if nargin < 5 | epochframes == 0 | |
| epochframes = frames; | |
| end | |
| if nargin < 7 | |
| revfilt = 0; | |
| end; | |
| epochs = frames/epochframes; | |
| if epochs ~= round(epochs) | |
| error('Epochframes does not divide the total number of frames'); | |
| end; | |
| fv=reshape([0:epochframes-1]*fs/epochframes,epochframes,1); % Frequency vector for plotting | |
| %figure; | |
| %plot(fv, 20*log(abs(X))/log(10)) % Plot power spectrum in dB scale | |
| %xlabel('Frequency [Hz]') | |
| %ylabel('Signal power [dB]') | |
| % find closest freq in fft decomposition | |
| % -------------------------------------- | |
| if lowcut ~= 0 | |
| [tmp idxl]=min(abs(fv-lowcut)); % Find the entry in fv closest to 5 kHz | |
| else | |
| idxl = 0; | |
| end; | |
| if highcut ~= 0 | |
| [tmp idxh]=min(abs(fv-highcut)); % Find the entry in fv closest to 5 kHz | |
| else | |
| idxh = ceil(length(fv)/2); | |
| end; | |
| % filter the data | |
| % --------------- | |
| smoothdata = zeros(chans,frames); | |
| for e = 1:epochs % filter each epoch, channel | |
| for c=1:chans | |
| X=fft(data(c,(e-1)*epochframes+1:e*epochframes)); | |
| if revfilt | |
| X(idxl+1:idxh-1)=0; | |
| if mod(length(X),2) == 0 | |
| X(end/2:end)=0; | |
| else | |
| X((end+1)/2:end)=0; | |
| end; | |
| else | |
| X(1:idxl)=complex(0); | |
| X(end-idxl:end)=complex(0); | |
| X(idxh:end)=complex(0); | |
| end; | |
| smoothdata(c,(e-1)*epochframes+1:e*epochframes) = 2*real(ifft(X)); | |
| if epochs == 1 | |
| if rem(c,20) ~= 0 | |
| fprintf('.'); | |
| else | |
| fprintf('%d',c); | |
| end | |
| end | |
| end | |
| end | |
| fprintf('\n'); | |