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Introduction
The objective of this module is to introduce linear prediction, one of the fundamental tools for processing and analyzing real-world signals, such as audio, speech and biomedical signals. The objective is also to introduce optimal linear filters that aim at achieving the best linear prediction and estimation using statistical theory and are useful in wide applications.
This course is part of:
- Graduate Certificate in Signal and Media Processing
- FlexiMasters in Signal and Media Processing
At the end of the course, learners would be able to apply fundamental principles and techniques of the course to analyze and design various problems encountered in both academic research and industry R&D practice.
Fundamentals of statistical signal processing. Innovations representation of stationary random process. Forward and backward linear prediction. Solution of the normal equations. Properties of linear prediction-error filters. Autoregressive (AR) lattice filters. Wiener filters. Adaptive filters. Applications.
For engineers who wish to upgrade their technical knowledge and skills in the area of digital signal processing, which can be used in the Infocomm industry to aid in prediction and in filtering any kind of signal.
Standard Course Fee: S$1,620
SSG Funding Support | Course fee payable after SSG funding, if eligible under various schemes | ||
Fee BEFORE funding & GST | Fee AFTER funding & 8% GST | ||
Singapore Citizens (SCs) and Permanent Residents (PRs) (Up to 70% funding) | S$1,500.00 | S$486.00 | |
Enhanced Training Support for SMEs (ETSS) | S$186.00 | ||
SCs aged ≥ 40 years old | |||
• NTU/NIE alumni may utilise their $1,600 Alumni Course Credits. Click here for more information.
| COURSE TITLE | ACADEMIC UNIT |
| CET700 Signal Space and Modulation | 1 |
| CET701 Error-Correction Coding | 1 |
| CET702 Spread-Spectrum Communication System | 1 |
| CET730 Digital Filter Design and Spectrum Analysis | 1 |
| CET731 Multirate Digital Signal Processing | 1 |
| CET733 Digital Filter Implementation and Analog-Digital Conversion | 1 |
| CET734 General Purpose Digital Signal Processor | 1 |
| CET735 Algorithms and Architectures for Hardware and VLSI Signal Processing | 1 |
| CET736 Multimedia Compression and Processing | 1 |
| CET737 Multimedia Networking | 1 |
| CET738 Multimedia Systems and Applications | 1 |
| CET739 Image and Video Fundamentals | 1 |
| CET740 Image and Video Coding Principles | 1 |
| CET741 Image and Video Processing Techniques and Error Control | 1 |
Listed courses are:
- Credit-bearing and stackable to Graduate Certificate in Signal and Media Processing (total 9AUs) and FlexiMasters in Signal and Media Processing (total 15AUs)
- SSG funded and SkillsFuture Credit approved.
