Energy efficient in cluster head and relay node selection for wireless sensor networks

Wireless Sensor Networks (WSNs) are defined as networks of nodes that work in a cooperative way to sense and control the surrounding environment. However, nodes contain limited energy which is the key limiting factor of the sensor network operation. In WSN architecture, the nodes are typically group...

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Main Author: Azamuddin, Ab. Rahman
Format: Thesis
Language:English
Published: 2021
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Online Access:http://umpir.ump.edu.my/id/eprint/39217/1/ir.Energy%20efficient%20in%20cluster%20head%20and%20relay%20node%20selection%20for%20wireless%20sensor%20networks.pdf
http://umpir.ump.edu.my/id/eprint/39217/
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spelling my.ump.umpir.392172023-11-08T03:49:07Z http://umpir.ump.edu.my/id/eprint/39217/ Energy efficient in cluster head and relay node selection for wireless sensor networks Azamuddin, Ab. Rahman QA75 Electronic computers. Computer science Wireless Sensor Networks (WSNs) are defined as networks of nodes that work in a cooperative way to sense and control the surrounding environment. However, nodes contain limited energy which is the key limiting factor of the sensor network operation. In WSN architecture, the nodes are typically grouped into clusters where one node from each cluster is selected as the Cluster Head (CH) and relays utilisation to minimise energy consumption. Currently, the selection of CH based on a different combination of input variables. Example of these variables includes residual energy, communication cost, node density, mobility, cluster size and many others. Improper selection of sensor node (i.e. weak signal strength) as CH can cause an increase in energy consumption. Additionally, a direct transmission in dual-hop communication between sensor nodes (e.g. CH) with the base station (BS) uses high energy consumption. A proper selection of the relay node can assist in communication while minimising energy consumption. Therefore, the research aim is to prolong the network lifetime (i.e. reduce energy consumption) by improving the selection of CHs and relay nodes through a new combination of input variables and distance threshold approach. In CH selection, the Received Signal Strength Indicator (RSSI) scheme, residual energy, and centrality variable were proposed. Fuzzy logic was utilized in selecting the appropriate CHs based on these variables in the MATLAB. In relay node selection, the selection is based on the distance threshold according to the nearest distance with the BS. The selection of the optimal number of relay nodes is performed using K-Optimal and K-Means techniques. This ensures that all CHs are connected to at least one corresponding relay node (i.e. a 2-tier network) to execute the routing process and send the data to BS. To evaluate the proposal, the performance of Multi-Tier Protocol (MAP) and Stable Election Protocol (SEP) was compared based on 100, 200, and 800 nodes with 1 J and random energy. The simulation results showed that our proposed approach, refer to as Energy Efficient Cluster Heads and Relay Nodes (EECR) selection approach, extended the network lifetime of the wireless sensor network by 43% and 33% longer than SEP and MAP, respectively. This thesis concluded that with effective combinations of variables for CHs and relay nodes selection in static environment for data routing, EECR can effectively improve the energy efficiency of WSNs. 2021-06 Thesis NonPeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/39217/1/ir.Energy%20efficient%20in%20cluster%20head%20and%20relay%20node%20selection%20for%20wireless%20sensor%20networks.pdf Azamuddin, Ab. Rahman (2021) Energy efficient in cluster head and relay node selection for wireless sensor networks. PhD thesis, Universiti Malaysia Pahang (Contributors, Thesis advisor: Mohd Nizam, Mohammad Kahar).
institution Universiti Malaysia Pahang Al-Sultan Abdullah
building UMPSA Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang Al-Sultan Abdullah
content_source UMPSA Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Azamuddin, Ab. Rahman
Energy efficient in cluster head and relay node selection for wireless sensor networks
description Wireless Sensor Networks (WSNs) are defined as networks of nodes that work in a cooperative way to sense and control the surrounding environment. However, nodes contain limited energy which is the key limiting factor of the sensor network operation. In WSN architecture, the nodes are typically grouped into clusters where one node from each cluster is selected as the Cluster Head (CH) and relays utilisation to minimise energy consumption. Currently, the selection of CH based on a different combination of input variables. Example of these variables includes residual energy, communication cost, node density, mobility, cluster size and many others. Improper selection of sensor node (i.e. weak signal strength) as CH can cause an increase in energy consumption. Additionally, a direct transmission in dual-hop communication between sensor nodes (e.g. CH) with the base station (BS) uses high energy consumption. A proper selection of the relay node can assist in communication while minimising energy consumption. Therefore, the research aim is to prolong the network lifetime (i.e. reduce energy consumption) by improving the selection of CHs and relay nodes through a new combination of input variables and distance threshold approach. In CH selection, the Received Signal Strength Indicator (RSSI) scheme, residual energy, and centrality variable were proposed. Fuzzy logic was utilized in selecting the appropriate CHs based on these variables in the MATLAB. In relay node selection, the selection is based on the distance threshold according to the nearest distance with the BS. The selection of the optimal number of relay nodes is performed using K-Optimal and K-Means techniques. This ensures that all CHs are connected to at least one corresponding relay node (i.e. a 2-tier network) to execute the routing process and send the data to BS. To evaluate the proposal, the performance of Multi-Tier Protocol (MAP) and Stable Election Protocol (SEP) was compared based on 100, 200, and 800 nodes with 1 J and random energy. The simulation results showed that our proposed approach, refer to as Energy Efficient Cluster Heads and Relay Nodes (EECR) selection approach, extended the network lifetime of the wireless sensor network by 43% and 33% longer than SEP and MAP, respectively. This thesis concluded that with effective combinations of variables for CHs and relay nodes selection in static environment for data routing, EECR can effectively improve the energy efficiency of WSNs.
format Thesis
author Azamuddin, Ab. Rahman
author_facet Azamuddin, Ab. Rahman
author_sort Azamuddin, Ab. Rahman
title Energy efficient in cluster head and relay node selection for wireless sensor networks
title_short Energy efficient in cluster head and relay node selection for wireless sensor networks
title_full Energy efficient in cluster head and relay node selection for wireless sensor networks
title_fullStr Energy efficient in cluster head and relay node selection for wireless sensor networks
title_full_unstemmed Energy efficient in cluster head and relay node selection for wireless sensor networks
title_sort energy efficient in cluster head and relay node selection for wireless sensor networks
publishDate 2021
url http://umpir.ump.edu.my/id/eprint/39217/1/ir.Energy%20efficient%20in%20cluster%20head%20and%20relay%20node%20selection%20for%20wireless%20sensor%20networks.pdf
http://umpir.ump.edu.my/id/eprint/39217/
_version_ 1822923843128262656
score 13.235796