課程名稱 (中文) 模糊理論與應用 (英文) Fuzzy Theory And Applications 開課單位 電機工程研究所 課程代碼 E4660B 授課教師 龔宗鈞 學分數 3.0 必/選修 選修 開課年級 研究所 先修科目或先備能力： 課程概述與目標：(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 Li-Xin Wang A Course in Fuzzy Systems and Control Prentice-Hall, Inc. 參考教材
 課程大綱 學生學習目標 單元學習活動 學習成效評量 備註 週 單元主題 內容綱要 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 討論講授 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 討論講授 3 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 討論講授 作業 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 討論講授 平時考 5 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 討論講授 作業 6 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 討論講授 7 Fuzzy Rule Base and Fuzzy Inference Engine 1. Fuzzy Rule Base 2. Fuzzy Inference Engine 1. Fuzzy Rule Base 2. Fuzzy Inference Engine 討論講授 作業 8 Fuzzifiers and Defuzzifiers 1. Fuzzifiers 2. Defuzzifiers 1. Fuzzifiers 2. Defuzzifiers 討論講授 平時考 9 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 10 Fuzzy Systems as Nonlinear Mappings Fuzzy Systems as Universal Approximators 1. Fuzzy Systems As Universal Approximators 討論講授 11 Fuzzy Control of Nonlinear Systems Fuzzy Control of Nonlinear Systems Fuzzy Control of Nonlinear Systems 設計研究討論講授 12 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 討論講授 13 Approximation Properties of Fuzzy System II Fuzzy Systems with Second-order Approximation Accuracy Fuzzy Systems with Second-order Approximation Accuracy 討論講授 作業 14 Design of Fuzzy Systems Using Gradient Descent Training Designing the Parameters by Gradient Descent Designing the Parameters by Gradient Descent 討論講授 平時考 15 Design of Fuzzy Systems Using Gradient Descent Training Designing the Parameters by Gradient Descent Designing the Parameters by Gradient Descent 討論講授 16 Design of Fuzzy Systems Using Recursive Least Squares Derivation of the Recursive Least Squares Algorithm Derivation of the Recursive Least Squares Algorithm 討論講授 17 Design of Fuzzy Systems Using Clustering Design of Fuzzy Systems by Clustering Design of Fuzzy Systems by Clustering 討論講授 18 期末考 Fuzzy Systems Design Fuzzy Systems Design 期末考
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