A Modified Gravitational Search Algorithm for Discrete Optimization Problem

This paper presents a modified Gravitational Search Algorithm (GSA) called Discrete Gravitational Search Algorithm (DGSA) for discrete optimization problems. In DGSA, an agent’s position is updated based on its direction and velocity. Both the direction and velocity determine the candidates of integ...

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Main Authors: Zuwairie, Ibrahim, Zulkifli, Md. Yusof, Shahdan, Sudin, Sophan Wahyudi, Nawawi, Amar Faiz, Zainal Abidin, Muhammad Arif, Abdul Rahim, Kamal, Khalil
Format: Article
Language:English
Published: United Kingdom Simulation Society 2014
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/6626/
http://umpir.ump.edu.my/id/eprint/6626/
http://umpir.ump.edu.my/id/eprint/6626/1/fkee-2014-zuwaire-Modified_Gravitational.pdf
id ump-6626
recordtype eprints
spelling ump-66262018-02-08T00:50:04Z http://umpir.ump.edu.my/id/eprint/6626/ A Modified Gravitational Search Algorithm for Discrete Optimization Problem Zuwairie, Ibrahim Zulkifli, Md. Yusof Shahdan, Sudin Sophan Wahyudi, Nawawi Amar Faiz, Zainal Abidin Muhammad Arif, Abdul Rahim Kamal, Khalil TA Engineering (General). Civil engineering (General) This paper presents a modified Gravitational Search Algorithm (GSA) called Discrete Gravitational Search Algorithm (DGSA) for discrete optimization problems. In DGSA, an agent’s position is updated based on its direction and velocity. Both the direction and velocity determine the candidates of integer values for the position update of an agent and then the selection is done randomly. Unimodal test functions are used to evaluate the performance of the proposed DGSA. The experimental result shows that the FDGSA able to find better solutions and converges faster compared to the Binary Gravitational Search Algorithm. United Kingdom Simulation Society 2014 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/6626/1/fkee-2014-zuwaire-Modified_Gravitational.pdf Zuwairie, Ibrahim and Zulkifli, Md. Yusof and Shahdan, Sudin and Sophan Wahyudi, Nawawi and Amar Faiz, Zainal Abidin and Muhammad Arif, Abdul Rahim and Kamal, Khalil (2014) A Modified Gravitational Search Algorithm for Discrete Optimization Problem. International Journal of Simulation: Systems, Science & Technology (IJSSST), 15 (1). pp. 51-55. ISSN 1473-8031 (print); 1473-804x (online) http://ijssst.info/Vol-15/No-1/paper7.pdf
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
language English
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Zuwairie, Ibrahim
Zulkifli, Md. Yusof
Shahdan, Sudin
Sophan Wahyudi, Nawawi
Amar Faiz, Zainal Abidin
Muhammad Arif, Abdul Rahim
Kamal, Khalil
A Modified Gravitational Search Algorithm for Discrete Optimization Problem
description This paper presents a modified Gravitational Search Algorithm (GSA) called Discrete Gravitational Search Algorithm (DGSA) for discrete optimization problems. In DGSA, an agent’s position is updated based on its direction and velocity. Both the direction and velocity determine the candidates of integer values for the position update of an agent and then the selection is done randomly. Unimodal test functions are used to evaluate the performance of the proposed DGSA. The experimental result shows that the FDGSA able to find better solutions and converges faster compared to the Binary Gravitational Search Algorithm.
format Article
author Zuwairie, Ibrahim
Zulkifli, Md. Yusof
Shahdan, Sudin
Sophan Wahyudi, Nawawi
Amar Faiz, Zainal Abidin
Muhammad Arif, Abdul Rahim
Kamal, Khalil
author_facet Zuwairie, Ibrahim
Zulkifli, Md. Yusof
Shahdan, Sudin
Sophan Wahyudi, Nawawi
Amar Faiz, Zainal Abidin
Muhammad Arif, Abdul Rahim
Kamal, Khalil
author_sort Zuwairie, Ibrahim
title A Modified Gravitational Search Algorithm for Discrete Optimization Problem
title_short A Modified Gravitational Search Algorithm for Discrete Optimization Problem
title_full A Modified Gravitational Search Algorithm for Discrete Optimization Problem
title_fullStr A Modified Gravitational Search Algorithm for Discrete Optimization Problem
title_full_unstemmed A Modified Gravitational Search Algorithm for Discrete Optimization Problem
title_sort modified gravitational search algorithm for discrete optimization problem
publisher United Kingdom Simulation Society
publishDate 2014
url http://umpir.ump.edu.my/id/eprint/6626/
http://umpir.ump.edu.my/id/eprint/6626/
http://umpir.ump.edu.my/id/eprint/6626/1/fkee-2014-zuwaire-Modified_Gravitational.pdf
first_indexed 2023-09-18T22:02:34Z
last_indexed 2023-09-18T22:02:34Z
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