mtspectrumc.m 3.4 KB

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  1. function [S,f,Serr]=mtspectrumc(data,params)
  2. % Multi-taper spectrum - continuous process
  3. %
  4. % Usage:
  5. %
  6. % [S,f,Serr]=mtspectrumc(data,params)
  7. % Input:
  8. % Note units have to be consistent. See chronux.m for more information.
  9. % data (in form samples x channels/trials) -- required
  10. % params: structure with fields tapers, pad, Fs, fpass, err, trialave
  11. % -optional
  12. % tapers : precalculated tapers from dpss or in the one of the following
  13. % forms:
  14. % (1) A numeric vector [TW K] where TW is the
  15. % time-bandwidth product and K is the number of
  16. % tapers to be used (less than or equal to
  17. % 2TW-1).
  18. % (2) A numeric vector [W T p] where W is the
  19. % bandwidth, T is the duration of the data and p
  20. % is an integer such that 2TW-p tapers are used. In
  21. % this form there is no default i.e. to specify
  22. % the bandwidth, you have to specify T and p as
  23. % well. Note that the units of W and T have to be
  24. % consistent: if W is in Hz, T must be in seconds
  25. % and vice versa. Note that these units must also
  26. % be consistent with the units of params.Fs: W can
  27. % be in Hz if and only if params.Fs is in Hz.
  28. % The default is to use form 1 with TW=3 and K=5
  29. %
  30. % pad (padding factor for the FFT) - optional (can take values -1,0,1,2...).
  31. % -1 corresponds to no padding, 0 corresponds to padding
  32. % to the next highest power of 2 etc.
  33. % e.g. For N = 500, if PAD = -1, we do not pad; if PAD = 0, we pad the FFT
  34. % to 512 points, if pad=1, we pad to 1024 points etc.
  35. % Defaults to 0.
  36. % Fs (sampling frequency) - optional. Default 1.
  37. % fpass (frequency band to be used in the calculation in the form
  38. % [fmin fmax])- optional.
  39. % Default all frequencies between 0 and Fs/2
  40. % err (error calculation [1 p] - Theoretical error bars; [2 p] - Jackknife error bars
  41. % [0 p] or 0 - no error bars) - optional. Default 0.
  42. % trialave (average over trials/channels when 1, don't average when 0) - optional. Default 0
  43. % Output:
  44. % S (spectrum in form frequency x channels/trials if trialave=0;
  45. % in the form frequency if trialave=1)
  46. % f (frequencies)
  47. % Serr (error bars) only for err(1)>=1
  48. if nargin < 1; error('Need data'); end;
  49. if nargin < 2; params=[]; end;
  50. [tapers,pad,Fs,fpass,err,trialave,params]=getparams(params);
  51. if nargout > 2 && err(1)==0;
  52. % Cannot compute error bars with err(1)=0. Change params and run again.
  53. error('When Serr is desired, err(1) has to be non-zero.');
  54. end;
  55. data=change_row_to_column(data);
  56. N=size(data,1);
  57. nfft=max(2^(nextpow2(N)+pad),N);
  58. [f,findx]=getfgrid(Fs,nfft,fpass);
  59. tapers=dpsschk(tapers,N,Fs); % check tapers
  60. J=mtfftc(data,tapers,nfft,Fs);
  61. J=J(findx,:,:);
  62. S=permute(mean(conj(J).*J,2),[1 3 2]);
  63. if trialave; S=squeeze(mean(S,2));else S=squeeze(S);end;
  64. if nargout==3;
  65. Serr=specerr(S,J,err,trialave);
  66. end;