A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN

In intrusion detection wireless sensor network (WSN), ensuring detection performance and prolonging network lifetime are two equally important but contradictory pursuits. In this paper, we propose a node scheduling scheme jointly considering the detection probability, energy consumption, and energy...

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Main Authors: Xue Zhao, Zhiyi Qu, Hongying Tang, Shaojun Tao, Jiang Wang, Baoqing Li, Yusong Shi
Format: Article
Language:English
Published: Elsevier 2023-05-01
Series:Alexandria Engineering Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016823002314
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author Xue Zhao
Zhiyi Qu
Hongying Tang
Shaojun Tao
Jiang Wang
Baoqing Li
Yusong Shi
author_facet Xue Zhao
Zhiyi Qu
Hongying Tang
Shaojun Tao
Jiang Wang
Baoqing Li
Yusong Shi
author_sort Xue Zhao
collection DOAJ
description In intrusion detection wireless sensor network (WSN), ensuring detection performance and prolonging network lifetime are two equally important but contradictory pursuits. In this paper, we propose a node scheduling scheme jointly considering the detection probability, energy consumption, and energy balance to ensure the detection performance and maximize the network lifetime. We mathematically transform the scheduling process into an optimization problem and further propose a novel mechanism called greedy-like step-by-step trimming heuristic algorithm (GLSTA) to obtain the optimal task nodes set. By gradually trimming unnecessary nodes, GLSTA intelligently eliminates redundancy and obtains a task set that can save energy and balance the residual energy of nodes. Moreover, we propose a dual cluster head (OCH-DCH, organization cluster head-data cluster head) scheme to realize the smooth update of the cluster due to the target movement. Simulation results show that the rounds of half nodes death of GLSTA are extended by at least 28.6% compared with existing mechanisms.
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spelling doaj.art-56d04250694747a5b3e3ea857f59929b2023-03-31T05:52:30ZengElsevierAlexandria Engineering Journal1110-01682023-05-0171451462A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSNXue Zhao0Zhiyi Qu1Hongying Tang2Shaojun Tao3Jiang Wang4Baoqing Li5Yusong Shi6Science and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, ChinaScience and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, ChinaScience and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, ChinaScience and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, ChinaScience and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; Corresponding authors.Science and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, China; Corresponding authors.Science and Technology on Microsystem Laboratory, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, ChinaIn intrusion detection wireless sensor network (WSN), ensuring detection performance and prolonging network lifetime are two equally important but contradictory pursuits. In this paper, we propose a node scheduling scheme jointly considering the detection probability, energy consumption, and energy balance to ensure the detection performance and maximize the network lifetime. We mathematically transform the scheduling process into an optimization problem and further propose a novel mechanism called greedy-like step-by-step trimming heuristic algorithm (GLSTA) to obtain the optimal task nodes set. By gradually trimming unnecessary nodes, GLSTA intelligently eliminates redundancy and obtains a task set that can save energy and balance the residual energy of nodes. Moreover, we propose a dual cluster head (OCH-DCH, organization cluster head-data cluster head) scheme to realize the smooth update of the cluster due to the target movement. Simulation results show that the rounds of half nodes death of GLSTA are extended by at least 28.6% compared with existing mechanisms.http://www.sciencedirect.com/science/article/pii/S1110016823002314Intrusion detectionDetection probabilityNode schedulingEnergy balanceNetwork lifespan
spellingShingle Xue Zhao
Zhiyi Qu
Hongying Tang
Shaojun Tao
Jiang Wang
Baoqing Li
Yusong Shi
A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
Alexandria Engineering Journal
Intrusion detection
Detection probability
Node scheduling
Energy balance
Network lifespan
title A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
title_full A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
title_fullStr A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
title_full_unstemmed A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
title_short A detection probability guaranteed energy-efficient scheduling mechanism in large-scale WSN
title_sort detection probability guaranteed energy efficient scheduling mechanism in large scale wsn
topic Intrusion detection
Detection probability
Node scheduling
Energy balance
Network lifespan
url http://www.sciencedirect.com/science/article/pii/S1110016823002314
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