Applying DACS3 in the Capacitated Vehicle Routing Problem

Ant Colony System (ACS) is a well known optimization algorithm to find a good route solution for logistics and transportation industries such as Traveling Salesman Problem (TSP) or Vehicle Routing Problem (VRP), for the company maximize the efficiency and resource. Several versions of Ant Colony Opt...

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Main Authors: Md Rais, Helmi, Ali Othman, Zulaiha, Hamdan, Abdul Razak
Format: Conference or Workshop Item
Published: 2010
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Online Access:http://eprints.utp.edu.my/2824/1/Zulaiha_Ali_Othman_7-new.pdf
http://eprints.utp.edu.my/2824/
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Institution: Universiti Teknologi Petronas
id my.utp.eprints.2824
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spelling my.utp.eprints.28242017-01-19T08:24:51Z Applying DACS3 in the Capacitated Vehicle Routing Problem Md Rais, Helmi Ali Othman, Zulaiha Hamdan, Abdul Razak T Technology (General) Ant Colony System (ACS) is a well known optimization algorithm to find a good route solution for logistics and transportation industries such as Traveling Salesman Problem (TSP) or Vehicle Routing Problem (VRP), for the company maximize the efficiency and resource. Several versions of Ant Colony Optimization (ACO) algorithms have been proposed which aim to achieve an optimum solution includes Dynamic Ant Colony System with Three Level Updates (DACS3). DACS3 is an enhancement of ACS which focuses on adding individual ant behavior. The algorithm works better in TSP solution. This research aims to see the performance of DACS3 in VRP domain. The result shows that DACS3 has achieved a better solution for most the datasets of Capacitated Vehicle Routing Problem (CVRP). Embedding a simple behavior of a single ant influences its achievement to reach an optimal distance and also can perform considerably faster compare to other algorithm in TSP and CVRP. 2010 Conference or Workshop Item PeerReviewed application/pdf http://eprints.utp.edu.my/2824/1/Zulaiha_Ali_Othman_7-new.pdf Md Rais, Helmi and Ali Othman, Zulaiha and Hamdan, Abdul Razak (2010) Applying DACS3 in the Capacitated Vehicle Routing Problem. In: The 7th International Conference on Informatics and Systems (INFOS 2010). http://eprints.utp.edu.my/2824/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
topic T Technology (General)
spellingShingle T Technology (General)
Md Rais, Helmi
Ali Othman, Zulaiha
Hamdan, Abdul Razak
Applying DACS3 in the Capacitated Vehicle Routing Problem
description Ant Colony System (ACS) is a well known optimization algorithm to find a good route solution for logistics and transportation industries such as Traveling Salesman Problem (TSP) or Vehicle Routing Problem (VRP), for the company maximize the efficiency and resource. Several versions of Ant Colony Optimization (ACO) algorithms have been proposed which aim to achieve an optimum solution includes Dynamic Ant Colony System with Three Level Updates (DACS3). DACS3 is an enhancement of ACS which focuses on adding individual ant behavior. The algorithm works better in TSP solution. This research aims to see the performance of DACS3 in VRP domain. The result shows that DACS3 has achieved a better solution for most the datasets of Capacitated Vehicle Routing Problem (CVRP). Embedding a simple behavior of a single ant influences its achievement to reach an optimal distance and also can perform considerably faster compare to other algorithm in TSP and CVRP.
format Conference or Workshop Item
author Md Rais, Helmi
Ali Othman, Zulaiha
Hamdan, Abdul Razak
author_facet Md Rais, Helmi
Ali Othman, Zulaiha
Hamdan, Abdul Razak
author_sort Md Rais, Helmi
title Applying DACS3 in the Capacitated Vehicle Routing Problem
title_short Applying DACS3 in the Capacitated Vehicle Routing Problem
title_full Applying DACS3 in the Capacitated Vehicle Routing Problem
title_fullStr Applying DACS3 in the Capacitated Vehicle Routing Problem
title_full_unstemmed Applying DACS3 in the Capacitated Vehicle Routing Problem
title_sort applying dacs3 in the capacitated vehicle routing problem
publishDate 2010
url http://eprints.utp.edu.my/2824/1/Zulaiha_Ali_Othman_7-new.pdf
http://eprints.utp.edu.my/2824/
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