Data transmission in wireless sensor network with greedy function and particle swarm optimization

Precision farming is a farming management concept based on observing, measuring and responding to the varying crops’ needs. For this research, Wireless Sensor Network (WSN) is proposed to be implemented in precision farming to act as a decision support system for the farmers. However, WSN convention...

Full description

Saved in:
Bibliographic Details
Main Authors: Hamzarul Alif Hamzah, Norah Tuah, Kit Guan Lim, Min Keng Tan, Lei Zhu, Kenneth Tze Kin Teo
Format: Proceedings
Language:English
English
Published: IEEE 2019
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/31462/1/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization-ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/31462/2/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization.pdf
https://eprints.ums.edu.my/id/eprint/31462/
https://ieeexplore.ieee.org/abstract/document/9068052
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.ums.eprints.31462
record_format eprints
spelling my.ums.eprints.314622021-12-22T00:56:07Z https://eprints.ums.edu.my/id/eprint/31462/ Data transmission in wireless sensor network with greedy function and particle swarm optimization Hamzarul Alif Hamzah Norah Tuah Kit Guan Lim Min Keng Tan Lei Zhu Kenneth Tze Kin Teo S1-(972) Agriculture (General) TK7800-8360 Electronics Precision farming is a farming management concept based on observing, measuring and responding to the varying crops’ needs. For this research, Wireless Sensor Network (WSN) is proposed to be implemented in precision farming to act as a decision support system for the farmers. However, WSN conventional system namely Dırect Transmission (DT) protocol suffers high energy consumption, reducing the monitoring ability of the farmers due to the fast energy-depleting sensor nodes. Acknowledging this problem, researchers had developed many protocols such as Quality of Service (QoS), Low Energy Adaptive Clustering Hierarchy (LEACH), Location-based, and Power-Efficient Gathering in Sensor Information System (PEGASIS). For this research, PEGASIS is selected for its high energy-efficiency and compatibility with the proposed system. As distances affect greatly on the energy consumption, Particle Swarm Optimization (PSO) is developed to replace greedy algorithm in PEGASIS to reduce the distances of data transmission. From the tests, PSO is able to reduce the total chain distance (TCD) by up to 7.69% in comparison to the greedy algorithm. IEEE 2019-12 Proceedings PeerReviewed text en https://eprints.ums.edu.my/id/eprint/31462/1/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization-ABSTRACT.pdf text en https://eprints.ums.edu.my/id/eprint/31462/2/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization.pdf Hamzarul Alif Hamzah and Norah Tuah and Kit Guan Lim and Min Keng Tan and Lei Zhu and Kenneth Tze Kin Teo (2019) Data transmission in wireless sensor network with greedy function and particle swarm optimization. https://ieeexplore.ieee.org/abstract/document/9068052
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
English
topic S1-(972) Agriculture (General)
TK7800-8360 Electronics
spellingShingle S1-(972) Agriculture (General)
TK7800-8360 Electronics
Hamzarul Alif Hamzah
Norah Tuah
Kit Guan Lim
Min Keng Tan
Lei Zhu
Kenneth Tze Kin Teo
Data transmission in wireless sensor network with greedy function and particle swarm optimization
description Precision farming is a farming management concept based on observing, measuring and responding to the varying crops’ needs. For this research, Wireless Sensor Network (WSN) is proposed to be implemented in precision farming to act as a decision support system for the farmers. However, WSN conventional system namely Dırect Transmission (DT) protocol suffers high energy consumption, reducing the monitoring ability of the farmers due to the fast energy-depleting sensor nodes. Acknowledging this problem, researchers had developed many protocols such as Quality of Service (QoS), Low Energy Adaptive Clustering Hierarchy (LEACH), Location-based, and Power-Efficient Gathering in Sensor Information System (PEGASIS). For this research, PEGASIS is selected for its high energy-efficiency and compatibility with the proposed system. As distances affect greatly on the energy consumption, Particle Swarm Optimization (PSO) is developed to replace greedy algorithm in PEGASIS to reduce the distances of data transmission. From the tests, PSO is able to reduce the total chain distance (TCD) by up to 7.69% in comparison to the greedy algorithm.
format Proceedings
author Hamzarul Alif Hamzah
Norah Tuah
Kit Guan Lim
Min Keng Tan
Lei Zhu
Kenneth Tze Kin Teo
author_facet Hamzarul Alif Hamzah
Norah Tuah
Kit Guan Lim
Min Keng Tan
Lei Zhu
Kenneth Tze Kin Teo
author_sort Hamzarul Alif Hamzah
title Data transmission in wireless sensor network with greedy function and particle swarm optimization
title_short Data transmission in wireless sensor network with greedy function and particle swarm optimization
title_full Data transmission in wireless sensor network with greedy function and particle swarm optimization
title_fullStr Data transmission in wireless sensor network with greedy function and particle swarm optimization
title_full_unstemmed Data transmission in wireless sensor network with greedy function and particle swarm optimization
title_sort data transmission in wireless sensor network with greedy function and particle swarm optimization
publisher IEEE
publishDate 2019
url https://eprints.ums.edu.my/id/eprint/31462/1/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization-ABSTRACT.pdf
https://eprints.ums.edu.my/id/eprint/31462/2/Data%20transmission%20in%20wireless%20sensor%20network%20with%20greedy%20function%20and%20particle%20swarm%20optimization.pdf
https://eprints.ums.edu.my/id/eprint/31462/
https://ieeexplore.ieee.org/abstract/document/9068052
_version_ 1760230895954952192
score 13.18916