| The availability of units in Semester 1, 2, full year, etc. was correct at the time of going to press but may be subject to change. For the most up-to-date information click on the Timetable link below. |
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| Credit: 6 points Availability: Semester 2 (See Timetable) |
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| Outcomes: Students gain in-depth technical competence in analysis, design and implementation of algorithms for optimum and adaptive filtering; develop skills in the identification, formulation and solution of problems; learn how to apply adaptive filters in control and communications engineering; and understand innovations and advances in signal processing for modern control and communications engineering. |
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| Content: This unit provides a brief review of stochastic processes: stationary processes and models, spectrum estimation; linear optimum filtering: Weiner and Kalman filters and linear prediction; linear adaptive filtering: method of steepest descent, stochastic gradient-based algorithm; method of least squares, standard recursive least-squares estimation, implementation techniques, lattice filters; application to control and communication systems. |
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| Assessment: This comprises an examination, class tests and worked laboratory assignments. The examination assesses students' understanding of adaptive systems theory and its application to control and signal processing engineering practice. Class tests are used for continuous assessment and enable students to monitor their own progress during the semester. The laboratory assignments allow students to analyse, experiment and evaluate the different algorithms and design implementations covered in class, and explore the design and implementation of adaptive filters in control and communications. |
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| Location: UWA (Crawley) |
| Mode: on-campus |
Unit Rules: |
| Prerequisites: Signals and Systems 228 (620.228) and Mathematics 218 (530.218) |
| Advisable prior study: analog and digital filter design from Signals and Systems 328 (620.328) or equivalent, and stochastic signal processing from Mathematics 358 (530.358) or equivalent |
Contact hours—60 (lectures: 36 hrs; tutorials/labs: 24 hrs)
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Unit Web Page: http://swww.ee.uwa.edu.au/~oaf448/ |
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Books and other material wherever listed may be subject to change.
Book lists relating to 'Preliminary Reading', 'Recommended Reading' and 'Textbooks' are, in most cases, available at the University Co-operative Bookshop (from early January) and appropriate administrative offices for students to consult. For first-year units the Bookshop will endeavour to make available photocopies of book lists for individual units. Books marked with an asterisk (*) are available in paperback. |
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