人工智慧在土木工程之應用

Applied Artificial Intelligence in Civil Engineering

學期

106-2

學分

3 學分

當期課號

5325

永久課號

ICV7592

開課單位

土木工程學系

授課教師

洪士林

校區

光復

類別

選修

上課時間表

節	週一
5 13:20–14:10	人工智慧在土木工程之應用 EB117 3 節連堂
6 14:20–15:10
7 15:30–16:20

* 根據陽明交大上課時間表所列

概述

1.介紹人工智慧基本概念、專家系統、類神經網路及基因演算法理論; 2.介紹上述智慧型系統在土木工程領域之應用; 3.利用專題實習時作。

教學方式

Text: 1.Artificial Intelligence -- A Guide to Intelligent Systems, by M. Negnevitsky, Addison-Wesley, 2001 (全華科技圖書公司, NT.850) 2.Machine Learning -- Neural Networks, Genetic Algorithms, and Fuzzy Systems, by H. Adeli and S.L. Hung, John Wiley & Sons, 1995 3.Handouts (You can get them in my web site, http://140.113.134.134 http://iicae.cv.nctu.edu.tw 之研究室資源下載/課程資訊

評分方式

Grading: Homework 20% Midterm 30% Abstract of project 15% Project * 35%

課程大綱

A. Knowledge-Based Systems (Expert systems)
B. Artificial Neural Networks (ANNs)
C. Genetic Algorithms (GA)

教科書

(Expert Systems) 1.Expert Systems for Structural Design, H. Adeli and K.V. Balasubramayam, Prentice Hall, 1988 2.Expert Systems in Civil Engineering, Ed. C.N. Kostern and M.L. Maher 3.專家系統 - 方法應用與實作,葉怡成、郭耀煌,全欣資訊,1992 4.Journals (Neural Networks) 1.Introduction to Artificial Neural Networks, J.M. Zurada, West Publishing Co., 1992 2.Handbook of Neural Computing Applications, A. Maren, C. Harston, and R. Pap, Academic Press, 1990 3.Adaptive Pattern Recognition and Neural Networks, Y.Pao, Addision Wesley, 1989 4.Machine Learning -- Paradigms and Methods, Ed. by J. Carbonell, MIT/Elsevier, 1990 5.神經網路系統理論,焦李成著,儒林圖書,1991 6.Journals

Office Hours

地點: EB315
時間: Tue 13:30~16:30 Thu 13:30~14:20
聯絡方式: slhung@mail.nctu.edu.tw