A fault-tolerant sensor scheduling approach for target tracking in wireless sensor networks

被引:6
|
作者
Qu, Zhiyi [1 ,2 ]
Xu, Huihui [1 ,2 ]
Zhao, Xue [1 ,2 ]
Tang, Hongying [1 ]
Wang, Jiang [1 ]
Li, Baoqing [1 ]
机构
[1] Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Sci & Technol Microsyst Lab, Shanghai 200050, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China
基金
国家重点研发计划;
关键词
Wireless sensor networks; Target tracking; Sensor scheduling; Prediction errors; Target loss; Binary grey wolf optimizer; OPTIMIZATION;
D O I
10.1016/j.aej.2022.07.008
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Target tracking is a critical application in wireless sensor networks (WSNs). Existing tar-get tracking algorithms basically perform node scheduling based on trajectory prediction. Once the target is lost due to prediction errors, the target recovery mechanism performs a search to find the target, which may require the system to activate a large number of nodes and cause additional energy consumption. Moreover, the target data may be lost due to the time consuming of target recovery. To solve this problem, we propose a fault-tolerant sensor scheduling (FTSS) approach to reduce the target loss probability as much as possible. Furthermore, we design a low-power scheduling mechanism in FTSS to reduce energy consumption. In FTSS, we first design a fault -tolerant domain to expand the scheduling range of candidate nodes. Then, we consider remaining energy, sensing coverage, and overlapping coverage to activate as few sensors as possible to cover the fault-tolerant domain. Moreover, we employ an improved binary Grey Wolf Optimizer (bGWO) in the optimization process to speed up the convergence. Numeric evaluations indicate that, compared to DPT, HCTT, GBRHA, and E2DR-MCS, our method achieves 11%, 2.3%, 7.8%, 4.6% reduction in target loss probability, and improves network lifetime by 138%, 49%, 31%, 19%, respectively.(c) 2022 THE AUTHORS. Published by Elsevier BV on behalf of Faculty of Engineering, Alexandria University This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/ licenses/by-nc-nd/4.0/).
引用
收藏
页码:13001 / 13010
页数:10
相关论文
共 50 条
  • [1] A Fault-Tolerant Clustering Approach for Target Tracking in Wireless Sensor Networks
    Tabatabaei, Shayesteh
    [J]. WIRELESS PERSONAL COMMUNICATIONS, 2024, 137 (04) : 2303 - 2322
  • [2] Fault-Tolerant Target Detection in Wireless Sensor Networks
    Zhang Xi-hong
    Gao Yan-yan
    Wang Pan-qing
    [J]. ISTM/2009: 8TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, 2009, : 2051 - 2054
  • [3] Fault-tolerant Scheduling for Data Collection in Wireless Sensor Networks
    Zhang, Liang
    Ye, Qiang
    Cheng, Jie
    Jiang, Hongbo
    Wang, Yake
    Zhou, Rui
    Zhao, Peng
    [J]. 2012 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2012, : 5345 - 5349
  • [4] ftTRACK: Fault-Tolerant Target Tracking in Binary Sensor Networks
    Laoudias, Christos
    Michaelides, Michalis P.
    Panayiotou, Christos G.
    [J]. ACM TRANSACTIONS ON SENSOR NETWORKS, 2014, 10 (04)
  • [5] Cooperative Fault-Tolerant Target Tracking in Camera Sensor Networks
    Laoudias, C.
    Tsangaridis, P.
    Polycarpou, M.
    Panayiotou, C.
    Kyrkou, C.
    Theocharides, T. G.
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2015, : 6634 - 6639
  • [6] Task Scheduling for Data Aggregation in Fault-Tolerant Wireless Sensor Networks
    Qin, Hang
    Qiu, Lin
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), VOLS 1-6, 2008, : 3325 - +
  • [7] A Fault-tolerant Adaptive Node Scheduling Scheme for Wireless Sensor Networks
    Choi, Jungeun
    Hahn, Joosun
    Ha, Rhan
    [J]. JOURNAL OF INFORMATION SCIENCE AND ENGINEERING, 2009, 25 (01) : 273 - 287
  • [8] A Fault-Tolerant Target-Tracking Strategy Based on Unreliable Sensing in Wireless Sensor Networks
    Xie, Yi
    Tang, Guoming
    Wang, Daifei
    Xiao, Weidong
    Tang, Daquan
    Tang, Jiuyang
    [J]. 2012 IEEE 26TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS & PHD FORUM (IPDPSW), 2012, : 2116 - 2125
  • [9] Research on Fault-Tolerant Target Detection Algorithm in Wireless Sensor Networks
    Zhang Xi-hong
    Gao Yan-yan
    Zhou Shun
    Yin Cheng-hao
    [J]. 2009 FIRST INTERNATIONAL CONFERENCE ON FUTURE INFORMATION NETWORKS, 2009, : 117 - 120
  • [10] Fault-tolerant clustering of wireless sensor networks
    Gupta, G
    Younis, M
    [J]. WCNC 2003: IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE RECORD, VOLS 1-3, 2003, : 1579 - 1584