› Forums › Foundations of speech › Signal processing › Understanding Phase
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October 7, 2020 at 18:07 #12279
I’ve been having some issues understanding phase, what are some good resources for doing so?
I haven’t (yet) gone through the Module 2 reading, is it in there?
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October 9, 2020 at 18:10 #12311
There’s a bit about phase in the reading for Module 2:
https://www.ee.columbia.edu/~dpwe/pubs/Ellis10-introspeech.pdfBut it might be more practically helpful to look at some animations. There are some nice interactive ones on this website:
https://jackschaedler.github.io/circles-sines-signals/index.htmlThis one relates sines and cosines to rotations around the unit circle (the ‘phasor’ in the module 1 notebooks
https://jackschaedler.github.io/circles-sines-signals/sincos.htmlThis one shows what a change in the phase angle means:
https://jackschaedler.github.io/circles-sines-signals/trig_review.htmlAnd here is a visualization of phase with respect to the DFT.
https://jackschaedler.github.io/circles-sines-signals/dotproduct4.htmlYou can also play with this by changing the
params
settings in the last exercise of thesp-m1-3-sampling-sinusoids.ipynb
notebook and generate some new animations there.The key point for us is that DFT produces N magnitude and phase outputs.
The phase outputs basically tell you how much you would shift a specific cosine wave (basis function) if you were to try to reconstruct the original input by adding up scaled and shifted versions of those N cosines associated with the N DFT outputs (remembering that only half of those are distinct because of aliasing!).You can play with how changing the phase of an input component effects the DFT magnitude and phase outputs in
sp-m1-5-interpreting-the-dft.ipynb
by changing the values in the code under section 5.3 ‘DFT of a compound waveform’ (see thegen_sinusoid
function). Basically, the phase angle changes the point on the unit circle where you start sampling your cosine waves.In terms of visualizations, I also quite like this ‘Lead/Lag’ video from the Khan Academy Electrical Engineering course, though the teacher never actually says phase! The videos that follow in that series also have some nice visualizations of Euler’s formula.
https://www.khanacademy.org/science/electrical-engineering/ee-circuit-analysis-topic/ee-ac-analysis/v/ee-lead-lag?modal=1
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