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288195

Particle Swarm Optimization to Solve Multi-Center Location Problem on Small Networks

Article

Last updated: 24 Dec 2024

Subjects

-

Tags

Artificial intelligence
Communication Technology
Computer Sciences

Abstract

Abstract: This paper addresses the multi-center location problem, in which a set of p centers to be located to minimize the maximum distance between a center p and its nearest demand point. The problem is NP-hard. Therefore, polynomial time-bounded algorithms are unlikely to yield an optimal solution. Particle swarm optimization (PSO) is a metaheuristic algorithm that has been shown to be effective in solving such hard and complex optimization problems.
This paper presented a new PSO for the multi-center location problem on small networks. Three objectives are considered as follows: (1) developing a new PSO algorithm to solve the problem, (2) applying the developed algorithm to a set of well-known benchmark location problems, and comparing the results. (3) verifying the stability of the algorithm. The result is a simple but effective algorithm for solving multi-center problems on networks. The new proposed PSO algorithm solved multi-center location problems, when all candidate solutions can be investigated. PSO was found to be stable and the average time of runs increases linearly as the number of centers increases. The advantage of this algorithm is that, it calculates the optimal solution for each candidate solutions.

DOI

10.21608/ijimct.1999.288195

Keywords

swarm optimization, center location, Networks

Authors

First Name

Hassan

Last Name

Rabie

MiddleName

-

Affiliation

institute of national planning

Email

hassan.rabie@inp.edu.eg

City

Giza

Orcid

-

Volume

4

Article Issue

2

Related Issue

39850

Issue Date

2022-12-01

Receive Date

2022-01-30

Publish Date

1999-12-01

Page Start

81

Page End

104

Print ISSN

2682-2105

Online ISSN

2682-2881

Link

https://ijimct.journals.ekb.eg/article_288195.html

Detail API

https://ijimct.journals.ekb.eg/service?article_code=288195

Order

288,195

Type

Original Article

Type Code

975

Publication Type

Journal

Publication Title

The International Journal of Informatics, Media and Communication Technology

Publication Link

https://ijimct.journals.ekb.eg/

MainTitle

Particle Swarm Optimization to Solve Multi-Center Location Problem on Small Networks

Details

Type

Article

Created At

24 Dec 2024