Imperialist competitive algorithm for increasing the lifetime of wireless sensor network

Recent years have seen the rapid growth in the applications of wireless sensor network (WSN) which is due to the advances of sensor nodes with low cost and tiny size. Despite the various potential applications of WSN, one of the key tasks in sensor network design is to make sure that the network is...

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Main Authors: Abdul Latiff, Nurul Mu’azzah, Abdul Aziz, Nurul Jannah, Al-Dhief, Fahad Taha, Idoumghar, Lhassane, Nik Abdul Malik, Nik Noordini
Format: Article
Language:English
Published: Penerbit UTM Press 2022
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Online Access:http://eprints.utm.my/id/eprint/102705/1/NurulMuazzahAbdul2022_ImperialistCompetitiveAlgorithmforIncreasing.pdf
http://eprints.utm.my/id/eprint/102705/
http://dx.doi.org/10.11113/jurnalteknologi.v84.17685
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spelling my.utm.1027052023-09-18T04:08:55Z http://eprints.utm.my/id/eprint/102705/ Imperialist competitive algorithm for increasing the lifetime of wireless sensor network Abdul Latiff, Nurul Mu’azzah Abdul Aziz, Nurul Jannah Al-Dhief, Fahad Taha Idoumghar, Lhassane Nik Abdul Malik, Nik Noordini TK Electrical engineering. Electronics Nuclear engineering Recent years have seen the rapid growth in the applications of wireless sensor network (WSN) which is due to the advances of sensor nodes with low cost and tiny size. Despite the various potential applications of WSN, one of the key tasks in sensor network design is to make sure that the network is functional as long as possible. This paper presents an energy-efficient cluster head selection algorithm for the clustering of heterogeneous WSN, inspired by Imperialist Competitive Algorithm (ICA). In order to reduce the network energy consumption and subsequently increases the sensor network lifetime, the clustering problem is transformed into an optimization problem and the specific cost function is used to select the cluster heads in a way that the energy utilization of the network is optimized. Extensive simulation works are done based on MATLAB to test the algorithm in various network scenarios, with different network sizes and number of nodes. Simulation results have shown that the proposed algorithm is able to extend the network lifetime compared to its comparative by up to 154 percent in terms of first node death. Furthermore, choosing the optimum set of cluster heads at every round has proved that our proposed algorithm not only could reduce the network energy consumption, but also improves the total data delivery at the base station up to 59 percent compared to the well-known algorithm. Penerbit UTM Press 2022-07 Article PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/102705/1/NurulMuazzahAbdul2022_ImperialistCompetitiveAlgorithmforIncreasing.pdf Abdul Latiff, Nurul Mu’azzah and Abdul Aziz, Nurul Jannah and Al-Dhief, Fahad Taha and Idoumghar, Lhassane and Nik Abdul Malik, Nik Noordini (2022) Imperialist competitive algorithm for increasing the lifetime of wireless sensor network. Jurnal Teknologi, 84 (4). pp. 123-132. ISSN 0127-9696 http://dx.doi.org/10.11113/jurnalteknologi.v84.17685 DOI:10.11113/jurnalteknologi.v84.17685
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Abdul Latiff, Nurul Mu’azzah
Abdul Aziz, Nurul Jannah
Al-Dhief, Fahad Taha
Idoumghar, Lhassane
Nik Abdul Malik, Nik Noordini
Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
description Recent years have seen the rapid growth in the applications of wireless sensor network (WSN) which is due to the advances of sensor nodes with low cost and tiny size. Despite the various potential applications of WSN, one of the key tasks in sensor network design is to make sure that the network is functional as long as possible. This paper presents an energy-efficient cluster head selection algorithm for the clustering of heterogeneous WSN, inspired by Imperialist Competitive Algorithm (ICA). In order to reduce the network energy consumption and subsequently increases the sensor network lifetime, the clustering problem is transformed into an optimization problem and the specific cost function is used to select the cluster heads in a way that the energy utilization of the network is optimized. Extensive simulation works are done based on MATLAB to test the algorithm in various network scenarios, with different network sizes and number of nodes. Simulation results have shown that the proposed algorithm is able to extend the network lifetime compared to its comparative by up to 154 percent in terms of first node death. Furthermore, choosing the optimum set of cluster heads at every round has proved that our proposed algorithm not only could reduce the network energy consumption, but also improves the total data delivery at the base station up to 59 percent compared to the well-known algorithm.
format Article
author Abdul Latiff, Nurul Mu’azzah
Abdul Aziz, Nurul Jannah
Al-Dhief, Fahad Taha
Idoumghar, Lhassane
Nik Abdul Malik, Nik Noordini
author_facet Abdul Latiff, Nurul Mu’azzah
Abdul Aziz, Nurul Jannah
Al-Dhief, Fahad Taha
Idoumghar, Lhassane
Nik Abdul Malik, Nik Noordini
author_sort Abdul Latiff, Nurul Mu’azzah
title Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
title_short Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
title_full Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
title_fullStr Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
title_full_unstemmed Imperialist competitive algorithm for increasing the lifetime of wireless sensor network
title_sort imperialist competitive algorithm for increasing the lifetime of wireless sensor network
publisher Penerbit UTM Press
publishDate 2022
url http://eprints.utm.my/id/eprint/102705/1/NurulMuazzahAbdul2022_ImperialistCompetitiveAlgorithmforIncreasing.pdf
http://eprints.utm.my/id/eprint/102705/
http://dx.doi.org/10.11113/jurnalteknologi.v84.17685
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score 13.164666