查詢教學大綱與進度

教學大綱與進度

課程基本資料：

學年期課號課程名稱階段學分時數修教師班級人撤備註

114-1 351958 智慧型控制 1 3.0 3 ★ 陳世剛電機所 7 0 預選限15人。

學年期	課號	課程名稱	階段	學分	時數	修	教師	班級	人	撤	備註
114-1	351958	智慧型控制	1	3.0	3	★	陳世剛	電機所	7	0	預選限15人。

教學大綱與進度：

教師姓名陳世剛　教師諮商時間(Office Hours)

Email chensg@ntut.edu.tw

最後更新時間 2025-05-23 10:40:35

課程大綱 1 Introduction 2 Application of artificial neural networks (ANN) 2-1 ANN fundamentals 2-2 Neur-control 3 Fuzzy logic control 3-1 Fuzzy logic basics 3-2 Application of Fuzzy Control 4 Genetic algorithms 4-1 Preliminarg 4-2 Tuning of Controllers using genetic algorithms

課程進度 Week 1: Course Overview, Introduction to Intelligent Control Week 2: Fuzzy Logic Control Week 3: Fuzzy Logic and Approximate Reasoning Week 4: Fuzzy Logic Control System Week 5: Artificial Neural Networks Week 6: Feedforward Neural Networks and Supervised Learning Week 7: Recurrent Neural Networks and Supervised Learning Week 8: Self-organized Neural Networks Week 9: Midterm Exam Week 10: Advanced Intelligent Control Week 11: Genetic Algorithm Week 12: Integrating Fuzzy Systems and Neural Networks Week 13: Lyapunov Stability and Intelligent Control Systems Week 14: Applications of Fuzzy and Neural Networks in Control Week 15: Applications of Fuzzy and Neural Networks in Control Week 16: Applications of Fuzzy and Neural Networks in Control Week 17: Final Report Week 18: Final Report

評量方式與標準 Attendance/learning attitude 10% Computer simulation home works 15% Midterm examination 35% Final report and presentation in English 40%

使用教材、參考書目或其他 【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. M. Negnevitsky, Artificial Intelligence. Addison Wesley, 2002 2. C. T. Lin and C. S. G. Lee, Neural Fuzzy Systems. Prentice-Hall, 1996 3. Related intelligent control method papers 4. Self-made PPT

課程諮詢管道 1. Please contact me via email (chensg@mail.ntut.edu.tw)
2. 316 Lab. TA

課程對應SDGs指標 SDG1：消除貧窮（No Poverty）
SDG2：消除飢餓（Zero Hunger）
SDG8：尊嚴就業與經濟發展（Decent Work and Economic Growth）
SDG9：產業創新與基礎設施（Industry, Innovation and Infrastructure）

課程是否導入AI AI2：鼓勵學生使用生成式AI工具（Encourage students to use generative AI tools）
AI4：簡單介紹AI的基本概念（Briefly introduce the basic concept of AI）
AI5：深入探討AI的原理與應用（Explore the principles and applications of AI in depth）

備註

教師姓名	陳世剛　教師諮商時間(Office Hours)
Email	chensg@ntut.edu.tw
最後更新時間	2025-05-23 10:40:35
課程大綱	1 Introduction 2 Application of artificial neural networks (ANN) 2-1 ANN fundamentals 2-2 Neur-control 3 Fuzzy logic control 3-1 Fuzzy logic basics 3-2 Application of Fuzzy Control 4 Genetic algorithms 4-1 Preliminarg 4-2 Tuning of Controllers using genetic algorithms
課程進度	Week 1: Course Overview, Introduction to Intelligent Control Week 2: Fuzzy Logic Control Week 3: Fuzzy Logic and Approximate Reasoning Week 4: Fuzzy Logic Control System Week 5: Artificial Neural Networks Week 6: Feedforward Neural Networks and Supervised Learning Week 7: Recurrent Neural Networks and Supervised Learning Week 8: Self-organized Neural Networks Week 9: Midterm Exam Week 10: Advanced Intelligent Control Week 11: Genetic Algorithm Week 12: Integrating Fuzzy Systems and Neural Networks Week 13: Lyapunov Stability and Intelligent Control Systems Week 14: Applications of Fuzzy and Neural Networks in Control Week 15: Applications of Fuzzy and Neural Networks in Control Week 16: Applications of Fuzzy and Neural Networks in Control Week 17: Final Report Week 18: Final Report
評量方式與標準	Attendance/learning attitude 10% Computer simulation home works 15% Midterm examination 35% Final report and presentation in English 40%
使用教材、參考書目或其他	【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. M. Negnevitsky, Artificial Intelligence. Addison Wesley, 2002 2. C. T. Lin and C. S. G. Lee, Neural Fuzzy Systems. Prentice-Hall, 1996 3. Related intelligent control method papers 4. Self-made PPT
課程諮詢管道	1. Please contact me via email (chensg@mail.ntut.edu.tw) 2. 316 Lab. TA
課程對應SDGs指標	SDG1：消除貧窮（No Poverty） SDG2：消除飢餓（Zero Hunger） SDG8：尊嚴就業與經濟發展（Decent Work and Economic Growth） SDG9：產業創新與基礎設施（Industry, Innovation and Infrastructure）
課程是否導入AI	AI2：鼓勵學生使用生成式AI工具（Encourage students to use generative AI tools） AI4：簡單介紹AI的基本概念（Briefly introduce the basic concept of AI） AI5：深入探討AI的原理與應用（Explore the principles and applications of AI in depth）
備註