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Chapter 12: Time-Frequency Analysis and Wavelets

Introduces methods for analyzing signals in both time and frequency domains simultaneously.

Chapter Sections

Limitations of Fourier Transform

  • Time-Frequency Trade-Off
  • Non-Stationary Signals

Short-Time Fourier Transform (STFT)

  • Windowing Concepts
  • Spectrogram Interpretation

Wavelet Transform

  • Continuous and Discrete Wavelets
  • Multi-Resolution Analysis

Applications

  • Signal Compression
  • Feature Extraction