EE504 ADAPTIVE SIGNAL PROCESSING
Course Code: |
5670504 |
METU Credit (Theoretical-Laboratory hours/week): |
3(3-0) |
ECTS Credit: |
8.0 |
Department: |
Electrical And Electronics Engineering |
Language of Instruction: |
English |
Level of Study: |
Graduate |
Course Coordinator: |
|
Offered Semester: |
Spring Semesters. |
Course Content
Overview of discrete-time stochastic processes. Wiener filter theory. Linear prediction. LMS algorithm and its variants. Frequency domain adaptive filtering; RLS, QR-RLS algorithms and their connection to Kalman Filtering. Order recursive adaptive filters; QRD-LSL algorithm and its variants. Analysis and discussion of adaptation algorithms and their convergence properties. Computational complexity considerations. Filter structures and algorithms for fast adaptation and real-time processing. Numerical stability of fast algorithms. IIR adaptive filters. Applications of adaptive filtering.