Mathematical transforms can be a terrific assist in comprehending alerts. Imaging making an attempt to glimpse at a complicated waveform and figuring out the frequency elements without having the Fourier remodel. [Artem Kirsanov] phone calls the wavelet remodel a “mathematical microscope” and his movie provides you a good introduction to the subject. You can see the online video underneath.
The movie starts off with a dialogue about how the time domain and frequency area have a dual partnership — not significant news if you’ve dealt with Fourier transforms and — in actuality — that is the next subject in the movie. Nonetheless, there are limits to the transformation — you shed time domain info in the approach.
Obviously, the wavelet remodel can deal with these limitations. The remodel is related to making use of Fourier, but as an alternative of decomposing to a sequence of infinite sine waves, wavelet transformation decomposes signals into finite capabilities that satisfy sure disorders.
You do need to have a tiny math to follow the video clip, but most likely not as a great deal as you may well feel. The explanations are distinct and there are number of assumptions about your prior understanding. If you have encountered windows in Fourier assessment, the strategies are considerably comparable.
If you want to experiment with some DSP ideas in a spreadsheet, you can do that. If you really don’t intuitively grasp the Fourier rework, attempt seeing [3blue1brown’s] enlightening online video on the topic.