課程名稱Course Title (中文) 模糊理論與應用 (英文) Fuzzy Theory And Applications 開課單位Departments 電機工程研究所 課程代碼Course No. E4660B 授課教師Instructor 龔宗鈞 學分數Credit 3.0 必/選修core required/optional 選修 開課年級Level 研究所 先修科目或先備能力(Course Pre-requisites)： 課程概述與目標(Course Overview and Goals)：(1) Fuzzy Sets and Fuzzy Operations on Fuzzy Sets; (2) Fuzzy Relations and the Extension Principle; (3) Linguistic Variables and Fuzzy IF-THEN Rules; (4) Fuzzy Rule Base and Fuzzy Inference Engine; (5) Fuzzifiers and Defuzzifiers; (6) Fuzzy Systems; (7) The Fuzzy C-Means Algorithm; (8) Fuzzy Arithmetic 教科書(Textbook) Li-Xin Wang A Course in Fuzzy Systems and Control Prentice-Hall, Inc. 參考教材(Reference)
 課程大綱 Syllabus 學生學習目標Learning Objectives 單元學習活動Learning Activities 學習成效評量Evaluation 備註Notes 序No. 單元主題Unit topic 內容綱要Content summary 1 Fuzzy Sets and Fuzzy Operations on Fuzzy Sets 1. Fuzzy Sets 2. Fuzzy Operations on Fuzzy Sets 1. Fuzzy Sets 2. Fuzzy Operations on Fuzzy Sets 講授 2 Fuzzy Sets and Fuzzy Operations on Fuzzy Sets 1. Fuzzy Sets 2. Fuzzy Operations on Fuzzy Sets 1. Fuzzy Sets 2. Fuzzy Operations on Fuzzy Sets 講授 3 Fuzzy Relations and the Extension Principle 1. From Classical Relations to Fuzzy Relations 2. Compositions of Fuzzy Relations 3. The Extension Principle for Fuzzy Sets 1. From Classical Relations to Fuzzy Relations 2. Compositions of Fuzzy Relations 3. The Extension Principle for Fuzzy Sets 講授 4 Fuzzy Relations and the Extension Principle 1. From Classical Relations to Fuzzy Relations 2. Compositions of Fuzzy Relations 3. The Extension Principle for Fuzzy Sets 1. From Classical Relations to Fuzzy Relations 2. Compositions of Fuzzy Relations 3. The Extension Principle for Fuzzy Sets 講授 作業 HW 1 5 Linguistic Variables and Fuzzy IF-THEN Rules 1. From Numerical Variables to Linguistic Variables 2. Fuzzy IF-THEN Rules 1. From Numerical Variables to Linguistic Variables 2. Fuzzy IF-THEN Rules 講授 6 Fuzzy Rule Base and Fuzzy Inference Engine 1. Fuzzy Rule Base 2. Fuzzy Inference Engine 1. Fuzzy Rule Base 2. Fuzzy Inference Engine 講授 作業 HW 2 7 Fuzzifiers and Defuzzifiers 1. Fuzzifiers 2. Defuzzifiers 1. Fuzzifiers 2. Defuzzifiers 講授 平時考 Quiz 1 8 期中考 1. Fuzzy Set Operations 2. Fuzzy Relations and the Extension Principle 3. Fuzzy Rule Base 4. Fuzzy Inference Engine 5. Fuzzifier and Defuzzifier To understand: 1. Fuzzy Set Operations 2. Fuzzy Relations and the Extension Principle 3. Fuzzy Rule Base 4. Fuzzy Inference Engine 5. Fuzzifier and Defuzzifier 期中考 9 Fuzzy Systems as Nonlinear Mappings Fuzzy Systems as Universal Approximators 1. Fuzzy Systems As Universal Approximators 講授 10 Approximation Properties of Fuzzy Systems I 1. Design of Fuzzy System 2. Approximation Accuracy of the Fuzzy System 1. Design of Fuzzy System 2. Approximation Accuracy of the Fuzzy System 講授 11 Approximation Properties of Fuzzy Systems I 1. Design of Fuzzy System 2. Approximation Accuracy of the Fuzzy System 1. Design of Fuzzy System 2. Approximation Accuracy of the Fuzzy System 講授 作業 HW 3 12 Approximation Properties of Fuzzy System II Fuzzy Systems with Second-order Approximation Accuracy Fuzzy Systems with Second-order Approximation Accuracy 講授 平時考 Quiz 2 13 Design of Fuzzy Systems Using Gradient Descent Training Designing the Parameters by Gradient Descent Designing the Parameters by Gradient Descent 講授 14 Design of Fuzzy Systems Using Gradient Descent Training Designing the Parameters by Gradient Descent Designing the Parameters by Gradient Descent 講授 作業 HW 4 15 Design of Fuzzy Systems Using Clustering Design of Fuzzy Systems by Clustering Design of Fuzzy Systems by Clustering 講授 平時考 Quiz 3 16 期末考 Fuzzy Systems Design Fuzzy Systems Design 期末考 17 Design of Fuzzy Systems Using Recursive Least Squares Derivation of the Recursive Least Squares Algorithm Derivation of the Recursive Least Squares Algorithm 講授 18 Design of Fuzzy Systems Using Recursive Least Squares Derivation of the Recursive Least Squares Algorithm Derivation of the Recursive Least Squares Algorithm 講授 作業 HW 5

 序No. 實施期間Period 實施方式Content 教學說明Teaching instructions 彈性教學評量方式Evaluation 備註Notes 1 起:2024-01-02 迄:2024-01-05 1.同步遠距教學 Synchronous distance learning Design of Fuzzy Systems Using Recursive Least Squares 2 起:2024-01-08 迄:2024-01-12 Design of Fuzzy Systems Using Recursive Least Squares HW 5 請於 2024/1/12 前於 Tronclass 繳交彈性教學週之作業 HW 5

 教學要點概述： 教材編選(Teaching Materials)： □ 1-1.簡報 Slids □ 1-2.影音教材 Videos □ 1-3.教具 Teaching Aids ■ 1-4.教科書 Textbook Slids ■ 1-5.其他 Other □ 2.自編評量工具/量表 Educational Assessment □ 3.教科書作者提供 Textbook 成績考核 Performance Evaluation： 期末考：30%   期中考：30%   彈性教學：10%   平時考：20%   作業：10%   教學資源(Teaching Resources)： ■ 教材電子檔(Soft Copy of the Handout or the Textbook) □ 課程網站(Website) 扣考規定：http://eboard.ttu.edu.tw/ttuwebpost/showcontent-news.php?id=504