Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem

碩士 === 國立屏東科技大學 === 資訊管理系所 === 105 === This paper presents an improved ant colony optimization algorithm to solve traveling salesman problem, consisting of introducing phagocytosis mechanism and social ant. Phagocytosis mechanism can decrease the total number of nodes on which ants search and furthe...

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Main Authors: Chang, Wei-Min, 張瑋珉
Other Authors: Tsai, Cheng-Fa
Format: Others
Language:zh-TW
Published: 2017
Online Access:http://ndltd.ncl.edu.tw/handle/382y5x
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spelling ndltd-TW-105NPUS53960162019-05-16T00:00:24Z http://ndltd.ncl.edu.tw/handle/382y5x Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem 使用吞噬機制之螞蟻演算法以解決旅行銷售員問題 Chang, Wei-Min 張瑋珉 碩士 國立屏東科技大學 資訊管理系所 105 This paper presents an improved ant colony optimization algorithm to solve traveling salesman problem, consisting of introducing phagocytosis mechanism and social ant. Phagocytosis mechanism can decrease the total number of nodes on which ants search and further reduce computational cost. To enhance search ability which utilize phagocytosis mechanism caused fall, social ant is made by information of survival ants. Based on the results of the simulations, the best path length can achieve official record when the number of cities under one hundred; while the number of cities is over one thousand and four hundred, our improved algorithm has a better performance. Tsai, Cheng-Fa 蔡正發 2017 學位論文 ; thesis 57 zh-TW
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language zh-TW
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description 碩士 === 國立屏東科技大學 === 資訊管理系所 === 105 === This paper presents an improved ant colony optimization algorithm to solve traveling salesman problem, consisting of introducing phagocytosis mechanism and social ant. Phagocytosis mechanism can decrease the total number of nodes on which ants search and further reduce computational cost. To enhance search ability which utilize phagocytosis mechanism caused fall, social ant is made by information of survival ants. Based on the results of the simulations, the best path length can achieve official record when the number of cities under one hundred; while the number of cities is over one thousand and four hundred, our improved algorithm has a better performance.
author2 Tsai, Cheng-Fa
author_facet Tsai, Cheng-Fa
Chang, Wei-Min
張瑋珉
author Chang, Wei-Min
張瑋珉
spellingShingle Chang, Wei-Min
張瑋珉
Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
author_sort Chang, Wei-Min
title Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
title_short Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
title_full Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
title_fullStr Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
title_full_unstemmed Enhancement of Ant Colony Optimization with Phagocytosis Mechanism for Traveling Salesman Problem
title_sort enhancement of ant colony optimization with phagocytosis mechanism for traveling salesman problem
publishDate 2017
url http://ndltd.ncl.edu.tw/handle/382y5x
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