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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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 |
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Computer Science Engineering Mathematics Thanaphat Arjinwat Taweesak Samanchuen An Improvement of Network Routing Protocol with K-Means Clustering for Reactive Wireless Sensor Networks |
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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. |
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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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1763489187144663040 |