課程資訊
課程名稱
可適性信號處理
Adaptive Signal Processing 
開課學期
108-2 
授課對象
電機資訊學院  電機工程學研究所  
授課教師
吳安宇 
課號
EE5027 
課程識別碼
921 U1170 
班次
 
學分
3.0 
全/半年
半年 
必/選修
選修 
上課時間
星期二2,3,4(9:10~12:10) 
上課地點
電二104 
備註
總人數上限:40人 
Ceiba 課程網頁
http://ceiba.ntu.edu.tw/1082_AdaptiveSP 
課程簡介影片
 
核心能力關聯
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課程概述

This course will cover the basic concepts and applications of "Adaptive Signal Processing." It's widely used in most wired/wireless communications systems, such as system modeling, equalizer, MIMO beamforming. Also, some concepts can be furthre applied to modern Neural Networks (NN) and Machine Learning. 

課程目標
This couse is the kernel class in digital communication. It can be complementary to "Estimation & Detection" and "Error Correcting codes". Then, these three kernel courses form the foundation of the modern digital communcation systems. 
課程要求
Prerequisite:
- Signals & Systems
- Probabilities and Satistics
- Linear Algebra

Related:
- Stochastic signal processing
- Time/Frequency-domain signal processing 
Office Hours
 
參考書目
Related papers for final projects 
指定閱讀
Testbook: Simon Haykin, Adaptive Fitler Theory 
評量方式
(僅供參考)
 
No.
項目
百分比
說明
1. 
Midterm 
30% 
 
2. 
Final exam 
30% 
 
3. 
Mid-term small project 
8% 
 
4. 
Final project 
20% 
 
5. 
Computer labs and Homework 
12% 
 
 
課程進度
週次
日期
單元主題
第1週
3/03  Overview of Adaptive Filters 
第2週
3/10  Wiener–Hopf method & Least-mean Squares (LMS) Algorithm 
第3週
3/17  1. Stability of LMS and Normalized LMS (NLMS) 2. Linear Prediction, Autoregressive Model, AR Spectrum Estimation 
第4週
3/24  2. Linear Prediction, Autoregressive Model, AR Spectrum Estimation 
第5週
3/31  1. Equalizer designs in (signal-carrier) CAP TX and RX 2. Equalizer designs in (multi-carrier) DMT TX and RX 
第6週
4/07  Wireline transmission systems: 1. ADSL 2. Gigabit Ethernet 
第7週
4/14  LS and SVD slides for Simple HW2 are ready in CEIBA 1. Least Square (LS) 2. Recursive Least Squares (RLS) 
第8週
4/21  1. LCMV, MVDR, Echo/noise cancellation 2. Computer HW3 (due 4/27) 3. Written HW3 (due 5/4): Rotations and Reflections (Appendix G) 4. Recorded video in U-Webinar: 我想與您分享錄製好的播送節目 - "ASP Lecture on 2020-04-21 at 9:10am": URL:https://u.cyberlink.com/live/796122608650159921 
第9週
4/28  1.Report progress of group report: - List 10 key references - Show 小組分工 - Who will be the speaker? 2. DSP Module: Viterbi and Trellis-coded Modulation (TCM) 
第10週
5/05  Midterm exam: - Close book covering all materials in slides/HWs (computer and written) before May 5. 
第11週
5/12  1. Rotations and Reflections (Appendix G) 2. QR-decomposition and Systolic Array (QRD-RLS) 
第12週
5/19  Special Topic Report 1~3 (Please submit your ppt file to TA by 5/18) 
第13週
5/26  1. HW4 assigned 2. Special Topic Report 4~6 (Please submit your ppt file to TA by 5/25) 
第14週
6/02  Special Topic Report 7~9 (Please submit your ppt file to TA by 6/1) 
第15週
6/09  1. Final Exam (covering Special topic reports) 2. Assignment of final personal report 
第16週
6/16  Extension (1/2): Haykin's NN Textbook (Connection with Adaptive Filter) 
第17週
6/23  Extension (2/2): Haykin's textbook on NN/ML