適應性信號處理

臺北科技大學 115-1 學期課程，課號 363454。

課程大綱

Course contents include the following topics: 1. Design of fundamental linear adaptive filtering algorithms 2. Performance analysis of adaptive filtering systems 3. Design of nonlinear adaptive filtering algorithms 4. Distributed adaptive filtering systems 5. Study recent research papers related to adaptive filtering algorithms

課程進度

(a) Week(b) Topics 1: Course Introduction 2–5: Design and Performance Analysis of LMS Adaptive Filtering Algorithms 6–8: Design of Kernel Adaptive Filtering Algorithms 9: Midterm Examination 10–11: Distributed Adaptive Filtering Systems 12–14: Paper Reading and Discussion 15–16: Final Project Oral Presentations Flexible Learning Weeks (Schedule and Assessment): 17: Independent Study / Final Written Report 18: Independent Study / Final Written Report

評量方式

This course adopts a flipped classroom approach. Students are required to complete assigned readings before class and participate in in-class presentations and discussions. Grading policy: 1. Paper Study 40% 2. Final Report 40% 3. Course Interaction 20%

教材

【遵守智慧財產權觀念，請使用正版教科書，不得使用非法影印教科書】 使用外文原文書：是 1. Adaptive Filtering Algorithms and Practical Implementation, Fifth Edition, by Paulo S. R. Diniz 2. Online Learning and Adaptive Filters Cambridge University Press, 2022. by Diniz, Paulo S. R.;de Campos, Marcello L. R.;Martins, Wallace A.;Lima, Markus V. S.;Apolinário, Jr, Jose A.