Part 4: Spectral Analysis of Random Processes

Chapter 16: Mean-Square Calculus and Bandlimited Processes

Advanced~180 min

Learning Objectives

  • Define mean-square continuity, differentiation, and integration, and relate them to autocorrelation smoothness
  • Prove that the PSD of the mean-square derivative is (2πf)2Px(f)(2\pi f)^2 P_x(f)
  • State and prove the sampling theorem for bandlimited WSS processes
  • Derive the Karhunen-Loève expansion and explain its optimality as a basis expansion
  • Connect the KL expansion to PCA and MIMO channel decomposition

Sections

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