8 Feb 04:25
Re: Comparison of mlab.csd and Matlab's cpsd
Hi Ludwig (responding also to list),
I don't think that the cause of the discrepancy is because of the hamming/hanning window difference. I do set the window in the matlab part to also be a hanning window of length nfft.
Cheers,
Ariel
On Sun, Feb 7, 2010 at 7:45 AM, Ludwig Schwardt <ludwig.schwardt-Re5JQEeQqe8AvxtiuMwx3w@public.gmane.org> wrote:
Hi,I agree. I was hoping the first two lines above would be sufficient.
On Sun, Feb 7, 2010 at 12:46 AM, Ariel Rokem <arokem-TVLZxgkOlNX2fBVCVOL8/A@public.gmane.org> wrote:
> I don't think that a major reworking of the logic of the function is needed.
> Simply replacing the line you mentioned with:
>
> Pxy *= 1 / (np.abs(windowVals)**2).sum()
> Pxy[1:-1] *= scaling_factor
> if scale_by_freq:
> Pxy[[0,-1]] /= Fs
Then I saw scaling_factor also included Fs if scaling by frequency,
and Pxy is of shape (numFreqs,n), i.e. not a straightforward 1-D
array, which caused me to reserve my judgment a little bit...Could this be because Matlab uses a Hamming window by default, while
> What does become more apparent when I do that is that in frequency bands in
> which the power is rather small, the ratio discrepancies between the mlab
> result and the matlab result can be rather large, on the order of a factor
> of 2-2.5, even when the differences are tiny. Similarly, when the power is
> rather large, there can be non-negligible differences between the two
> results. Is there anything to do about that?
mlab uses a *Hanning* window by default? Very similar-sounding names,
and also very similar windows numerically (but not exactly the
same)...
Ludwig
--
Ariel Rokem
Helen Wills Neuroscience Institute
University of California, Berkeley
http://argentum.ucbso.berkeley.edu/ariel
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