An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks

Wireless sensor networks (WSNs) are currently used in many areas for monitoring environmental parameters. It is usually deployed in hard-to-access areas and batteries cannot be replaced. WSN components must be designed for energy efficiency for both hardware and software. A routing protocol is neede...

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Main Authors: Thanaphat Arjinwat, Taweesak Samanchuen
Other Authors: Mahidol University
Format: Conference or Workshop Item
Published: 2022
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/76649
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spelling th-mahidol.766492022-08-04T15:56:43Z An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks Thanaphat Arjinwat Taweesak Samanchuen Mahidol University Computer Science Engineering Mathematics Wireless sensor networks (WSNs) are currently used in many areas for monitoring environmental parameters. It is usually deployed in hard-to-access areas and batteries cannot be replaced. WSN components must be designed for energy efficiency for both hardware and software. A routing protocol is needed to manage the network and help extend network lifetime. This work addresses the WSN protocol for reactive networks by aiming to develop a clustering method, which is a huge impact on energy consumption in the routing protocol. K-Means algorithm is deployed for efficiency sensor nodes clustering. The cluster head selection is done based on the maximum remaining energy node in each cluster. Simulation is performed to demonstrate the performance of the proposed scheme. The simulation results show that the proposed scheme has better performance than ordinary protocols and able to extend network lifetime. The characteristics of the proposed scheme are verified by using different sample datasets as well. 2022-08-04T08:26:37Z 2022-08-04T08:26:37Z 2021-05-26 Conference Paper 2021 4th International Conference on Circuits, Systems and Simulation, ICCSS 2021. (2021), 173-177 10.1109/ICCSS51193.2021.9464187 2-s2.0-85113695889 https://repository.li.mahidol.ac.th/handle/123456789/76649 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85113695889&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Computer Science
Engineering
Mathematics
spellingShingle Computer Science
Engineering
Mathematics
Thanaphat Arjinwat
Taweesak Samanchuen
An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
description Wireless sensor networks (WSNs) are currently used in many areas for monitoring environmental parameters. It is usually deployed in hard-to-access areas and batteries cannot be replaced. WSN components must be designed for energy efficiency for both hardware and software. A routing protocol is needed to manage the network and help extend network lifetime. This work addresses the WSN protocol for reactive networks by aiming to develop a clustering method, which is a huge impact on energy consumption in the routing protocol. K-Means algorithm is deployed for efficiency sensor nodes clustering. The cluster head selection is done based on the maximum remaining energy node in each cluster. Simulation is performed to demonstrate the performance of the proposed scheme. The simulation results show that the proposed scheme has better performance than ordinary protocols and able to extend network lifetime. The characteristics of the proposed scheme are verified by using different sample datasets as well.
author2 Mahidol University
author_facet Mahidol University
Thanaphat Arjinwat
Taweesak Samanchuen
format Conference or Workshop Item
author Thanaphat Arjinwat
Taweesak Samanchuen
author_sort Thanaphat Arjinwat
title An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
title_short An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
title_full An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
title_fullStr An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
title_full_unstemmed An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks
title_sort improvement of network routing protocol with k-means clustering for reactive wireless sensor networks
publishDate 2022
url https://repository.li.mahidol.ac.th/handle/123456789/76649
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