模擬學與應用
Simulation Modeling and Application
| 節 | 週五 |
|---|---|
A 18:30–19:20 | 模擬學與應用 MB415（光復） 3 節連堂 |
B 19:30–20:20 | |
C 20:30–21:20 |
* 根據陽明交大上課時間表所列
(1) 課程概述:本課程將介紹如何建構及應用電腦模擬,分析製造、服務、運輸、物流、醫療等產業的相關決策,例如:Demand Planning、Supply Planning、Facility Layout、Inventory Control、Transportation Network,透過系統化之方法,評估及擬定營運策略,提升企業績效。 (2) 課程目標:將培養學生模擬學之知識及技能,分析及解決實務問題。相關核心能力,例如:模擬學基本原理、系統模擬建構、資料分析工具 (MS Excel) 、統計方法應用。
統計學、MS Excel
無備註
所有教材及模型範例將上傳E3系統 本課程使用 FlexSim 模擬軟體
(1) 課堂表現及作業:30% (2) 期中報告:30% (3) 學期專題:40%
Foundations of system simulation
(1) System simulation intro (2) Applications (3) Random number generation (4) Discrete event simulation logic
Simulation related subjects
(1) Statistics (2) Probability distributions (3) Queueing theory
Modeling various systems
(1) Single server (2) Single batch server (3) Flow shop (4) Job shop (5) Re-entry job shop
Input and output analysis
(1) Data fitting (2) Statistical intervals (3) Tests of hypothesis (4) ANOVA
Model validation and verification
(1) Determinig problem scope and level of model details (2) Verification of simulation models (3) Evaluating model performances
Student reports and final projects
(1) Midterm review of student reports (2) Final project presentations
| 週次 | 主題 |
|---|---|
| 第 1 週 | Course overview Simulation intro |
| 第 2 週 | Basic statistics FlexSim simulation software |
| 第 3 週 | Queueing theory Modeling a simple system (M/M/1) |
| 第 4 週 | Important probability distributions Data fitting Random number generations |
| 第 5 週 | Important probability distributions Data fitting Random number generations |
| 第 6 週 | Discrete event simulation logic |
| 第 7 週 | Discrete event simulation logic |
| 第 8 週 | Batch server system: Modeling and analysis |
| 第 9 週 | Batch server system: Modeling and analysis |
| 第 10 週 | Midterm student report review |
| 第 11 週 | Job shop system: Modeling and analysis |
| 第 12 週 | Re-entry job shop system: Modeling and analysis |
| 第 13 週 | Simulation output analysis |
| 第 14 週 | Simulation output analysis |
| 第 15 週 | Evaluating model performances |
| 第 16 週 | Model verification and validation |
| 第 17 週 | Final project presentations |
| 第 18 週 | Final project presentations |
本課程使用自製教材。 參考書: 1. 林則孟,「系統模擬理論與應用」,2001,滄海書局 2. Averill M. Law, Simulation Modeling and Analysis, Fifth Edition, McGraw-Hill, 2015 3. Jerry Banks, John S. Carson II, Barry L Nelson, and David M. Nicol, Discrete Event System Simulation, 5th edition, Prentice Hall International Edition, 2009
- 地點
- MB513
- 時間
- 無特定時段,請事先預約
- 聯絡方式
- 電郵:sichen@nctu.edu.tw 分機:31454