DSP 519 - Advanced DSP Applications  
 

Indicative contents

The typical proportion of class content time is shown in brackets

  • Adaptive Signal Processing (25%)
    Introduction, applications, LMS and RLS algorithm, robustness issues, Adaptive FIR and IIR filters.
  • Multirate Signal Processing: (15%)
    Introduction, decimation, interpolation, multistage filter design, polyphase decomposition, QMF, trans-multiplexer, application in audio
  • Application of wavelet transforms in Image / Video compression (35%)
    Introduction to wavelet transform, time-frequency resolution, orthogonal and biorthogonal discrete wavelet transforms, multiresolution analysis, wavelet packets, wavelet design, implementation methods, image and video compression techniques, image compression standards (JPEG2000).
  • Array Signal Processing (25%)
    Introduction: Signals in space and time, Spatial Sampling Beamforming Techniques
    Optimal Array Processing : Optimization criteria ,Detection ,Parameter estimation
    Adaptive Antenna Arrays: Linearly-constrained array processing, Generalized side lobe cancelling, Eigen analysis Methods (MUSIC, ESPRIT, etc.)

 

Recommended reading

  • Books
    1. Vijay K Madisetti; DSP Handbook; CRC
    2. Advanced DSP Handbook; Stergios Stergiopoulos ; CRC Press
    3. Mallat, Stephan; A wavelet tour of Signal Processing
    4. Young, Randy K; Wavelet theory and its Applications
    5. Hollins B; Techniques and Standards for image video and audio
    6. Prabhakar S Naidu; Sensor Array Signal Processing; CRC Press
    7. Multidimensional Digital Signal Processing;
    8. Simon Haykin; Adaptive Filter Theory; 3rd Ed. Prentice Hall
    9. Ed: Tadeusz A. Wysocki et al.,; Signal Processing for Telecommunications and Multimedia; Springert; 2004
       
  • Journals

    1. IEEE Signal Processing

  • Magazines
    1. Application notes from Texas Instruments
    2. Application notes from Analog devices
     
  • Internet Sites
  1. www.bores.com
  2. www.ti.com
  • Laboratory
    Hardware Required: PCs
    Software Required:MATLAB
    Software Manuals: MATLAB User Manuals