Part II: Classical Signal Processing and Feature Engineering
Chapter 7  [C]

Spectral and Time-Frequency Analysis

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Sections

  1. 7.1 DFT/FFT and spectral leakage
  2. 7.2 Spectrograms and the STFT
  3. 7.3 Wavelets and multiresolution analysis
  4. 7.4 Empirical mode decomposition and the Hilbert-Huang transform
  5. 7.5 Cepstral and envelope analysis (bearings, machines)
  6. 7.6 Power spectral density and coherence
  7. 7.7 Choosing a representation for a modality

Lab 7

compare spectrogram, wavelet, and envelope features on machine-fault vibration data.