Fu Jen Catholic University 2008-2009
Department / Code (開課單位/單位代碼)
Graduate Institute of Business Administration (商學研究所/G7782)
Course Code
(課程代碼) 12050
F S Course Name
(課程名稱)
Information System Project (資訊系統專題)
Credit
(學分數) 3
Course Objectives (課程目標)
This course is to introduce that the fundamentals and the applications of the deterministic methodology , intelligence systems (Heuristic algorithms). In stage 1, Study the recently important deterministic methodology research articles in the global optimization and the related areas fields in order to know the methods of conducting mathematical model for solving the managing and engineering problems in the real world. Students will learn the methods of writing academic papers through the process of independence study.
In stage 2, This course is to introduce that the fundamentals and the applications of the intelligence systems (evolutional computation, EC), especially on the topics of the genetic algorithms (GA) , genetic programming (GP), Particle Swarm Optimization. Students can learn both the theoretical information and the implementation details of these research topics.
Prerequisites (先修課程)
Linear algebra
Course Materials (課程教材)
1. Papers.
2. Power Point Slides.
Reference (參考書目)
1. Floudas, C.A. Deterministic Global Optimization: Theory, Methods and Application.
Kluwer Academic Publishers: Boston; 2000.
2. Chong , Edwin K. P., Zak, Stanislaw H. An Introduction to Optimization. Second Edition. A Wiley-Interscience Publication: New York.
3. David E. Goldberg, Genetic Algorithms in Search, Optimization & Machine Learning.
Addison Wesley, 1989.
4. T. Bäck, et. al. Evolutionary Computation 1- Basic Algorithms and Operators, IOP Publishing, 2000.
5. T. Bäck, et. al. Evolutionary Computation 2- Advanced Algorithms and Operators, IOP Publishing, 2000.
6. W. Banzhaf, et. al. Genetic Programming~ An Introduction, Morgan Kaufmann Publishers, 1998.
Evaluation (評量方式)
課堂之前測(Pre-test) % ;期末報告/論文撰述(Term Paper/Theses Writing)
45%
課堂中的隨堂測試(Quiz) % ;課堂參與(Class Participation) 15 % 期中考(筆試)(Midterm Test) % ;心得/作業撰寫(Assignment) 10 %
課堂後測/期末考(筆試)(Final Test) % 專題發表(Presentation) %
學生表現側寫報告(Profile Report) % 課堂上實作演練(Role Playing) % 個案分析報告撰寫(Case Report) % 專業團體之證照檢定(Certification) % 個別面試或口試(Oral Exam) % ;其他(Others)----研讀報告(Study Report) 30%
Pedagogical Methods (教學方法)
;講授(Lecture) 個案教學(Case Study)
;電子教學(e-Learning) 體驗教學(Project Adventure) 角色扮演實境教學(Role Playing) 企業競賽遊戲(Business Simulation Game) 管理電影(Theater Learning)
競賽讀書會(Study Group)
專題實作(Seminar on Field Research) 產業實習(Internship)
服務學習實作(Service Learning)
;自主學習(Independent Study) 對話教學法(Dialogue Teaching) 其他
Course Web (課程網頁)
http://ci.im.fju.edu.tw/ 計算智慧實驗室教學網站
Course Outline (課程大綱進度)
Week Date Topic
1 2/16 Syllabus and course introduction 2 2/23 An Introduction to global optimization.
3 3/2 The global optimal method in Supply Chain Management.
4 3/9 The technology of Piecewise lineartization.
5 3/16 Study the packing problems in 2D and 3D.
6 3/23 Using convex underestimation to conquer the nonlinear terms in the related packing problems.
7 3/30 Convexification Strategy.
8 4/6 Final report for Independent study 1.
9 4/13 Final report for Independent study 2.
10 4/20 genetic algorithms (GA)-1 11 4/27 genetic algorithms (GA)-2 12 5/4 genetic algorithms (GA)-3 13 5/11 genetic programming (GP)-1 14 5/18 genetic programming (GP)-2 15 5/25 genetic programming (GP)-3 16 6/1
Particle Swarm Optimization
17 6/8 Final report for Independent study 1.
18 6/15 Final report for Independent study 2.
全人教育 (Holistic Education)
;做中學 (Learning by doing)
Contribution to Mission
(本課程與管理學院 使命之關係)
人本價值
(Human-centric values)
整合資源 (Resource integration)
;創新知識
(Innovative knowledge)
;國際視野 (International view)
Contribution to learning goals (本課程能達成開課 單位的哪些目標)
培養倫理導向的企業觀。
瞭解企業管理的國際思潮。
整合組織與管理理論。
;養成獨立研究能力。
;發展國際學術專業。
Instructor (老師資料)
Name: Wen-Shiu Lin 林文修 E-mail: wslin1949@gmail.com Phone: 29052667
Office Hour: Thu 14:00-16:00 Room: BS11-14
Name: Hao-Chun Lu 盧浩鈞 E-mail: bach0809@gmail.com Phone: 29052976
Office Hour: Thu 13:30-16:00 Room: SL206-1
