Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling

碩士 === 國立高雄第一科技大學 === 電腦與通訊工程系碩士班 === 106 === In recent years, a scheduling method that can effectively utilize available resources in large-scale project scheduling is an indispensable core component. In this study, we focus on the Muti-Mode Resource-Constrained Project Scheduling Problem (MRCPSP),...

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Main Authors: Zheng, Xiang-Yin, 鄭翔尹
Other Authors: Chiang, Chuan-Wen
Format: Others
Language:zh-TW
Published: 2018
Online Access:http://ndltd.ncl.edu.tw/handle/zeykt5
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spelling ndltd-TW-106NKIT06500262019-09-23T15:29:42Z http://ndltd.ncl.edu.tw/handle/zeykt5 Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling 整合螞蟻族群最佳化與禁制搜尋策略解決多模式資源限制專案排程問題 Zheng, Xiang-Yin 鄭翔尹 碩士 國立高雄第一科技大學 電腦與通訊工程系碩士班 106 In recent years, a scheduling method that can effectively utilize available resources in large-scale project scheduling is an indispensable core component. In this study, we focus on the Muti-Mode Resource-Constrained Project Scheduling Problem (MRCPSP), which aims at finding the minimun makespans with determining priority and execution mode.This problem is extremely complex and has proven to be an NP-Hard problem. To solve this problem, we proposed a Max-Min Ant System (MMAS),which is based on the Ant Colony Optimization (ACO) and integrated with Tabu search. Trying to get a satisfactory solution within a reasonable calculation range. Performance of the proposed algorithm is demonstrated by comparison with other general-purpose heuristic algorithms in terms of overall completion time for a set of project instances obtained form the Project Scheduling Library (PSPLIB), the experimental results show that the proposed algorithm has a very significant performance in the performance of problem solving. Chiang, Chuan-Wen 江傳文 2018 學位論文 ; thesis 61 zh-TW
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description 碩士 === 國立高雄第一科技大學 === 電腦與通訊工程系碩士班 === 106 === In recent years, a scheduling method that can effectively utilize available resources in large-scale project scheduling is an indispensable core component. In this study, we focus on the Muti-Mode Resource-Constrained Project Scheduling Problem (MRCPSP), which aims at finding the minimun makespans with determining priority and execution mode.This problem is extremely complex and has proven to be an NP-Hard problem. To solve this problem, we proposed a Max-Min Ant System (MMAS),which is based on the Ant Colony Optimization (ACO) and integrated with Tabu search. Trying to get a satisfactory solution within a reasonable calculation range. Performance of the proposed algorithm is demonstrated by comparison with other general-purpose heuristic algorithms in terms of overall completion time for a set of project instances obtained form the Project Scheduling Library (PSPLIB), the experimental results show that the proposed algorithm has a very significant performance in the performance of problem solving.
author2 Chiang, Chuan-Wen
author_facet Chiang, Chuan-Wen
Zheng, Xiang-Yin
鄭翔尹
author Zheng, Xiang-Yin
鄭翔尹
spellingShingle Zheng, Xiang-Yin
鄭翔尹
Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
author_sort Zheng, Xiang-Yin
title Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
title_short Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
title_full Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
title_fullStr Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
title_full_unstemmed Integration of Ant Colony Optimization and Tabu Search for Multi-Mode Resource-Constrained Project Scheduling
title_sort integration of ant colony optimization and tabu search for multi-mode resource-constrained project scheduling
publishDate 2018
url http://ndltd.ncl.edu.tw/handle/zeykt5
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