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...
Saved in:
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Penerbit UTM Press
2022
|
Subjects: | |
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 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.utm.102705 |
---|---|
record_format |
eprints |
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 |
_version_ |
1778160769567817728 |
score |
13.164666 |