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研討會

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研討會資訊
  • 標題:3/3(四) 工業工程之演化演算法解題技術(講座)
  • 公告日期:2011-02-16

Intensive Course Plan
Evolutionary Algorithms for Industrial Engineers
 
Class Schedule: March 3, 2011
Instructor:  Voratas Kachitvichyanukul
Professor of Industrial and Manufacturing Engineering
Asian Institute of Technology, THAILAND

地點:東海大學人文大樓H122演講廳
時間:9:30-16:30

> 9:30am-11:00am  Introduction to Evolutionary Algorithm
> 11:00am-11:10am Coffee Break
> 11:10am-12:30pm Particle Swarm Optimization
> 12:30pm-1:30pm  Lunch time
> 1:30pm-3:00pm   Industrial Applications
> 3:00pm-3:10pm   Coffee Break
> 3:10pm-4:30pm   Software Libraries and Applications

Short Course

 
 

This course discusses two specific techniques: Particle Swarm Optimization (PSO) and Differential Evolution (DE).  The course is divided into four parts. Part 1 introduces the basic form of Evolutionary Algorithm with its characteristics and requirements. Part 2 discusses the basic PSO, its extensions, and adaptive requirements. Part 3 introduces the classical DE with highlights of similarities and differences with other commonly known EA methods such as GA and PSO. Part 4 reviews the successful industrial engineering applications of both PSO and DE algorithms. The review will cover Job Shop Scheduling Problem, Vehicle Routing Problem, Multicommodity Distribution Network Design Problem, Multimode Resource Constrained Project Scheduling Problem.

 
Course Outline “Adaptive Particle Swarm Optimization”

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