Adaptive Systems

LV-Nr: 442.011 VO, 442.012 UE
TUGonline link: Adaptive Systems


This course builds on the fourth semester course Signal Processing and covers adaptive systems in signal processing and control.

  • Introduction with case studies
  • MS algorithm and fundamental concepts in adaptive systems: optimality, convergence, stability, accuracy, robustness, tracking, data dependence, computational complexity, implementation and finite word-length effects
  • Control applications: system identification, self-tuning control, model-reference adaptive control
  • Signal Processing applications: channel equalization and adaptive detection, echo and noise cancellation, predictive coding and spectral estimation
  • Selected special algorithms and systems: RLS, blind adaptation, lattice filters, nonlinear systems