Computing a PSD in Python: The Welch Method
09:15
In this short video we use the Welch method to extract a PSD from random vibration data — a natural continuation of the FFT article.
Contents#
- The logic of the Welch method: segmenting and averaging
scipy.signal.welchparameters:nperseg,noverlap,window- Interpreting the PSD unit (g²/Hz)
- Computing the RMS value from the area under the PSD
Why Welch?
Instead of a single long FFT, splitting the signal into overlapping segments and averaging gives a much more stable spectral estimate for noisy random signals.
For code examples and more detail, take a look at the FFT article in the software category.