Intelligent-Manufacturing-Systems

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Intelligent-Manufacturing-Systems

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NCKU 成功大學-Intelligent Manufacturing Systems & Data Science in Manufacturing 智慧型製造系統 & 製造數據科學

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# Intelligent Manufacturing Systems
### **Overview** ###
This page includes simple metaheuristic algorithm programming tutorials using MATLAB for [Intelligent Manufacturing Systems](http://class-qry.acad.ncku.edu.tw/syllabus/online_display.php?syear=0106&sem=1&co_no=P961400&class_code=) in NCKU.
<br>
Instructor is [Chia-Yen Lee, Ph.D.](http://polab.imis.ncku.edu.tw/Bio.html).
<br>

------------------------

## **￡Metaheuristic Algorithm Programming Tutorials (MATLAB)**  ##
|  Previous Update  |          Article          |
|  :-------------:  | :--------------------------------------------------------------------------------------------------------: |
|  2017-09-18       | [製造數據科學 Data Science in Manufacturing](http://polab.im.ntu.edu.tw/Talk/Data_Science_in_Manufacturing.pdf)  
|  2017-09-18       | [Tabu Algorithm](https://github.com/PO-LAB/Intelligent-Manufacturing-Systems/blob/master/Tabu_Algorithm/Tabu_Algorithm.md)   | 
|  2017-09-18       | [Simulated Annealing Algorithm](https://github.com/PO-LAB/Intelligent-Manufacturing-Systems/blob/master/Simulated_Annealing_Algorithm/Simulated_Annealing_Algorithm.md)   |
|  2017-09-18       | [Genetic Algorithm](https://github.com/PO-LAB/Intelligent-Manufacturing-Systems/blob/master/Genetic_Algorithm/Genetic_Algorithm.md)   |
|  2017-10-01       | [Genetic Algorithm: Job Shop Scheduling Problem](https://github.com/PO-LAB/Intelligent-Manufacturing-Systems/blob/master/GA_Application_Job_Shop_Problem/JSP.md)   |
|  2017-11-08       | [Taguchi Method for Parameter Design in Genetic Algorithm 1 (by 李碩軒)](https://www.youtube.com/watch?v=s56X-qtxGNs)   |
|  2017-11-09       | [Taguchi Method for Parameter Design in Genetic Algorithm 2 (by 李碩軒)](https://www.youtube.com/watch?v=4mBQ7Z81lN0)   |
|  2018-08-26       | [GA for JSP and NSGAII](https://github.com/wurmen/Genetic-Algorithm-for-Job-Shop-Scheduling-and-NSGA-II)   | 
|  2018-08-26       | [Reinforcement Learning for Flow-shop Scheduling](https://github.com/wurmen/Flow-Shop-Scheduling-Based-On-Reinforcement-Learning-Algorithm)   |
|  2018-08-26       | [Cast Study: 半導體製造資料分析 Semiconductor Manufacturing](http://rpubs.com/jeff_datascience/Semiconductor_Manufacturing)   |
|  2018-08-26       | [Case Study:缺陷鋼板分類資料分析 Faulty Steel Plates Classification](http://rpubs.com/james_datacatcher/svm)   |
|2018-12-1|[Solving Mathematical Model for job shop scheduling problem in Python with PuLp](https://github.com/KevinLu43/JSP-by-using-Mathematical-Programming-in-Python)|

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