| 02901 Advanced Digital Signal Processing |
| Danish title: Avanceret digital signalbehandling |
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Language: English ECTS-creditpoints: 2,5
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| Type: course at phd level, open university |
| Program: Electrical Engineering |
| Scope and form: Lectures, exercises (Matlab), short presentations by participants. |
| Evaluation: Project report
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| Examination: Pass/fail |
Aim: Design of neural networks: The objective is to provide the participants with operational experience in neural net training and design of networks for simple pattern recognition tasks.
Signal processing with neural networks: The objective is provide the participants with methods for design of neural networks for signal processing tasks including time series prediction and system identification.
Vector quantization with application to speech technology: The purpose is to provide the participants with the necessary knowledge in order to design vector quantizers for different speech technology applications.
Adaptive signal processing, filter banks and wavelets: The objective is to provide the participants with algorithms which constitute fundamental building blocks in adaptive signal analysis, separation, compression, and expansion. |
Contents: Design of neural networks: feed-forward networks, learning algorithms, network pruning and cross-validation.
Signal processing with neural networks: networks architectures, preprocessing, network training, validation and generalization.
Vector quantization with application to speech technology: the fundamentals of vector quantization, low rate speech coding (2-10 kbit / sec), Hidden Markov Models, and speech recognition.
Adaptive signal processing, filter banks and wavelets: the stable fast transversal FIR filter (SFTF), singular value decomposition (SVD) and multiple signal classification (MUSIC) for signal separation and noise reduction, filter banks and wavelets for analysis and synthesis. |
Contact: Lars Kai Hansen, building 321, (+45) 4525 3889, lkh@imm.dtu.dk
Jan Larsen, building 321, (+45) 4525 3923, jl@imm.dtu.dk |
| Department: 002 Informatics and Mathematical Modelling |
| Course URL: http://www.imm.dtu.dk/courses/02901 |
| Signup: Pe instituttet/At the department |
| Updated: 18-04-2001 |
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