Study-Unit Description

Study-Unit Description


CODE CCE5204

 
TITLE Advanced Digital Signal Processing

 
LEVEL 05 - Postgraduate Modular Diploma or Degree Course

 
ECTS CREDITS 5

 
DEPARTMENT Communications and Computer Engineering

 
DESCRIPTION Study-Unit Content:

• Review of the sampling theorem: relation of analog frequency response and digital frequency response;
• Review of the Z-transform: time series and their z-transforms, relationships, and analysis on unit circle;
• Discrete Fourier Transform: Circular convolution, linear convolution using the DFT, time-frequency relationships, the FFT, the discrete cosine transform;
• Digital Filters: FIR and IIR designs from z-transforms;
• Power Spectrum Estimation: windows, window spectral leakage, narrowband and wideband spectrograms;
• Multirate signal processing: decimation and interpolation of the sample points, and their effect on bandwidth and time series; polyphase structures;
• Linear Prediction and Optimum Linear Filters;
• Time-frequency signal processing: wavelet transform;
• Sparse coding: optimisation function, orthogonal matching pursuit.

Study-Unit Aims:

The aim of this unit is to offer more advanced topics in digital signal processing to students who already have a basic knowledge of DSP.

Learning Outcomes:

1. Knowledge & Understanding:

By the end of the study-unit the student will be able to:
• analyse advanced digital signal processing systems;
• analyse discrete time signals using various transforms;
• compare different wavelet bases;
• analyse digital signals using advanced techniques like sparse coding.

2. Skills:

By the end of the study-unit the student will be able to:
• design DSP systems using various transform coding systems;
• implement various advanced DSP structures.

Main Text/s and any supplementary readings:

Main Texts:

• J. G. Proakis & D. K. Manolakis, Digital Signal Processing, (4th Edition)4th. ed., Prentice Hall, 2006. ISBN-13: 978-0131873742.

Supplementary Readings:

• Engelberg. Shlomo, Digital Signal Processing, Springer 2008, ISBN: 978-1-84800-118-3.
• P. P. Vaidyanathan, See-May Phoong, and Yuan-Pei Lin, Signal Processing and Optimization for Transceiver Systems, Cambridge University Press, 2010. ISBN-13: 9780521760799.
• M. Owen M, Practical Signal Processing, Cambridge University Press, 2007,. ISBN-13: 9780521854788.
• S. Mallat, A wavelet tour of signal processing, 3rd. ed., Academic Press, 2009. ISBN: 978-0123743701.

 
ADDITIONAL NOTES Before taking this study-unit you are advised to take either CCE3206, CCE5207 or an equivalent study-unit.

 
STUDY-UNIT TYPE Lecture

 
METHOD OF ASSESSMENT
Assessment Component/s Assessment Due Resit Availability Weighting
Practical SEM2 Yes 20%
Assignment SEM2 Yes 20%
Examination (1 Hour) SEM2 Yes 60%

 
LECTURER/S Trevor Spiteri

 
The University makes every effort to ensure that the published Courses Plans, Programmes of Study and Study-Unit information are complete and up-to-date at the time of publication. The University reserves the right to make changes in case errors are detected after publication.
The availability of optional units may be subject to timetabling constraints.
Units not attracting a sufficient number of registrations may be withdrawn without notice.
It should be noted that all the information in the description above applies to study-units available during the academic year 2020/1. It may be subject to change in subsequent years.

https://www.um.edu.mt/course/studyunit