ECE Course Syllabus
ECE6250 Course Syllabus
Advanced Digital Signal Processing (3-0-3)
- Technical Interest
- Digital Signal Processing
- ECE 4270
- Catalog Description
- An introduction to advanced signal processing methods that are used in a variety of application areas.
- Moon & Stirling, Mathematical Methods and Algorithms for Signal Processing, Prentice Hall, 2000. ISBN 9780201361865 (required)
SPIs are a subset of the abilities a student will be able to demonstrate upon successfully completing the course.
- Topical Outline
Basic Signals and Systems Review of 1-D signals Review of random signals Multi-D signals Multirate Signal Processing Interpolation and Decimation Sample Rate Conversion Oversampled Processing (A/D and D/A conversion) Time-Frequency Representations Filterbanks/Wavelets Short-Time Fourier Transform Wigner-Ville Decomposition 1-D and 2-D Transforms (DCT, DST, KLT) Linear Prediction Autoregressive Modelling and Least Squares Modelling Random Signals Prony's Method Inverse Problems (Signal Reconstruction) Underdetermined Least Squares Pseudo-Inverse (SVD) Min-Norm Solutions Regularized Methods Reconstruction from Projections Iterative Methods Projection onto Convex Sets Expectation-Maximization Simulated Annealing Reconstruction from Nonuniform Sampling 1-D and Multi-D Sampling Random Sampling Optimal Quantization Lloyd-Max Quantizers Vector Quantization
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