Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network

Localization is one of the most important issues in Underwater Wireless Sensor Networks (UWSN) as sensor nodes are considerably difficult to be deployed at determined locations. Beacon nodes static or mobile are responsible to disseminate their location information to unknown nodes in order to deter...

Full description

Saved in:
Bibliographic Details
Main Author: Mohamed, Mohammad Hafiz
Format: Thesis
Language:English
Published: 2021
Subjects:
Online Access:http://eprints.utm.my/id/eprint/101496/1/MohammadHafizMohamedPSC2021.pdf.pdf
http://eprints.utm.my/id/eprint/101496/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:150579
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.utm.101496
record_format eprints
spelling my.utm.1014962023-06-21T10:21:23Z http://eprints.utm.my/id/eprint/101496/ Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network Mohamed, Mohammad Hafiz QA75 Electronic computers. Computer science Localization is one of the most important issues in Underwater Wireless Sensor Networks (UWSN) as sensor nodes are considerably difficult to be deployed at determined locations. Beacon nodes static or mobile are responsible to disseminate their location information to unknown nodes in order to determine the location of each deployed underwater. The key challenge is to provide a scalable localization scheme to cover all sensor node with sufficient beacon message, while reducing localization error in estimating node position and decreasing localization time. Mobile-beacon assisted localization is the best option for large-scale network due to its high accuracy and costeffectiveness compared to static beacons. However, the effect of water current causes a non-uniform deployment of underwater sensor and influences the variable speed of sound in acoustic signal, and thus making the existing mobile-beacon localization schemes requires high communication cost and generates low localization accuracy. Therefore, to overcome this issue, this study proposed the improved mobile beacon assisted localization scheme. Firstly, Adaptive Underwater Cluster-based (AUC) algorithm based on communication range control was suggested for underwater sensor network to improve localization coverage and reduce the estimation error. Secondly, Efficient Dynamic Mobile beacon Path Planning (EDMPP) algorithm was put forward to improve the placement of virtual beacon point and reduce the communication overhead. Thirdly to maintain the localization coverage as well as reduce the communication overhead between mobile beacon and sensor node in large-scale UWSN Hybrid Mobile beacon Path Planning (HybMPP) algorithm was also proposed. Result on non-uniform deployment for UWSN simulation indicated that AUC improve 23% of localization accuracy compared to MDS-MAP(p) and 52% compared to MDSMAP. In beacon message transmission, EDMPP reduced communication overhead by 38.42% in comparison to 3D Hilbert; and 37.08% when compared to 3D SCAN. Moreover, EDMPP decreased localization time by 47.36% compared to 3D Hilbert and 10.48% compared to 3D SCAN. Subsequently, as compared to EDMPP in a deep sea environment, HybMPP lessened communication overhead by 56.27% for sensor node discovery. This illustrates that the suggested approach outperformed the existing algorithm in the localization process. 2021 Thesis NonPeerReviewed application/pdf en http://eprints.utm.my/id/eprint/101496/1/MohammadHafizMohamedPSC2021.pdf.pdf Mohamed, Mohammad Hafiz (2021) Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network. PhD thesis, Universiti Teknologi Malaysia. http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:150579
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 QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Mohamed, Mohammad Hafiz
Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
description Localization is one of the most important issues in Underwater Wireless Sensor Networks (UWSN) as sensor nodes are considerably difficult to be deployed at determined locations. Beacon nodes static or mobile are responsible to disseminate their location information to unknown nodes in order to determine the location of each deployed underwater. The key challenge is to provide a scalable localization scheme to cover all sensor node with sufficient beacon message, while reducing localization error in estimating node position and decreasing localization time. Mobile-beacon assisted localization is the best option for large-scale network due to its high accuracy and costeffectiveness compared to static beacons. However, the effect of water current causes a non-uniform deployment of underwater sensor and influences the variable speed of sound in acoustic signal, and thus making the existing mobile-beacon localization schemes requires high communication cost and generates low localization accuracy. Therefore, to overcome this issue, this study proposed the improved mobile beacon assisted localization scheme. Firstly, Adaptive Underwater Cluster-based (AUC) algorithm based on communication range control was suggested for underwater sensor network to improve localization coverage and reduce the estimation error. Secondly, Efficient Dynamic Mobile beacon Path Planning (EDMPP) algorithm was put forward to improve the placement of virtual beacon point and reduce the communication overhead. Thirdly to maintain the localization coverage as well as reduce the communication overhead between mobile beacon and sensor node in large-scale UWSN Hybrid Mobile beacon Path Planning (HybMPP) algorithm was also proposed. Result on non-uniform deployment for UWSN simulation indicated that AUC improve 23% of localization accuracy compared to MDS-MAP(p) and 52% compared to MDSMAP. In beacon message transmission, EDMPP reduced communication overhead by 38.42% in comparison to 3D Hilbert; and 37.08% when compared to 3D SCAN. Moreover, EDMPP decreased localization time by 47.36% compared to 3D Hilbert and 10.48% compared to 3D SCAN. Subsequently, as compared to EDMPP in a deep sea environment, HybMPP lessened communication overhead by 56.27% for sensor node discovery. This illustrates that the suggested approach outperformed the existing algorithm in the localization process.
format Thesis
author Mohamed, Mohammad Hafiz
author_facet Mohamed, Mohammad Hafiz
author_sort Mohamed, Mohammad Hafiz
title Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
title_short Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
title_full Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
title_fullStr Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
title_full_unstemmed Multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
title_sort multi-stage mobile beacons-assisted localization scheme for large scale underwater sensor network
publishDate 2021
url http://eprints.utm.my/id/eprint/101496/1/MohammadHafizMohamedPSC2021.pdf.pdf
http://eprints.utm.my/id/eprint/101496/
http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:150579
_version_ 1769842063668412416
score 13.15806