Improved Algorithm for Distributed Localization in Wireless Sensor Networks

被引:0
|
作者
钟幼平 [1 ]
匡兴红 [1 ]
黄佩伟 [1 ]
机构
[1] Department of Electronic Engineering,Shanghai Jiaotong University
关键词
wireless sensor network; node localization; particle filter; particle swarm optimization; weighted centroid algorithm;
D O I
暂无
中图分类号
TN929.5 [移动通信]; TP212.9 [传感器的应用];
学科分类号
080202 ; 080402 ; 080904 ; 0810 ; 081001 ;
摘要
Many sensor network applications require location awareness,but it is often too expensive to equip a global positioning system(GPS) receiver for each network node.Hence,localization schemes for sensor networks typically use a small number of seed nodes that know their locations and protocols whereby other nodes estimate their locations from the messages they receive.For the inherent shortcomings of general particle filter(the sequential Monte Carlo method) this paper introduces particle swarm optimization and weighted centroid algorithm to optimize it.Based on improvement a distributed localization algorithm named WC-IPF(weighted centroid algorithm improved particle filter) has been proposed for localization.In this localization scheme the initial estimate position can be acquired by weighted centroid algorithm.Then the accurate position can be gotten via improved particle filter recursively.The extend simulation results show that the proposed algorithm is efficient for most condition.
引用
收藏
页码:64 / 69
页数:6
相关论文
共 50 条
  • [1] Improved algorithm for distributed localization in wireless sensor networks
    Zhong Y.-P.
    Kuang X.-H.
    Huang P.-W.
    [J]. Journal of Shanghai Jiaotong University (Science), 2010, 15 (01) : 64 - 69
  • [2] An Improved PSO Algorithm for Distributed Localization in Wireless Sensor Networks
    Li, Dan
    Wen, Xian bin
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [3] An Improved Localization Algorithm in Wireless Sensor Networks
    Li, Ranran
    Li, Lei
    Li, Xiaohui
    [J]. MODERN TECHNOLOGIES IN MATERIALS, MECHANICS AND INTELLIGENT SYSTEMS, 2014, 1049 : 2144 - 2148
  • [4] A Novel Algorithm for Distributed Localization in Wireless Sensor Networks
    Naraghi-Pour, Mort
    Rojas, Gustavo Chacon
    [J]. ACM TRANSACTIONS ON SENSOR NETWORKS, 2014, 11 (01)
  • [5] A distributed and simplified localization algorithm for wireless sensor networks
    Pi, Xing-Yu
    Yu, Hong-Yi
    Liu, Jing
    [J]. GLOBAL MOBILE CONGRESS 2005, 2005, : 510 - 515
  • [6] An Improved CPE Localization Algorithm for Wireless Sensor Networks
    Zhang, Jianmin
    Li, Hua
    Li, Jian
    [J]. INTERNATIONAL JOURNAL OF FUTURE GENERATION COMMUNICATION AND NETWORKING, 2015, 8 (01): : 109 - 116
  • [7] An Improved Distributed Scheduling Algorithm for Wireless Sensor Networks
    Sheikh, Muhammad Aman
    Drieberg, Micheal
    Ali, Noohul Basheer Zain
    [J]. 2012 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEMS (ICIAS), VOLS 1-2, 2012, : 274 - 279
  • [8] An Improved Localization Algorithm for Randomly Distributed Sensor Networks
    Jia Wen-jie
    Sun Zhi-feng
    [J]. INTERNATIONAL CONFERENCE OF CHINA COMMUNICATION (ICCC2010), 2010, : 750 - 754
  • [9] An Improved Hybrid Localization Algorithm for Wireless Sensor Networks
    Liu, Yuan
    Chen, Junjie
    Xu, Zhenfeng
    Zhang, Jingxia
    Yang, Yan
    [J]. 2016 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL. 1, 2016, : 456 - 459
  • [10] An improved convex localization algorithm in wireless sensor networks
    Xiang, Mantian
    Luo, Sili
    Dai, Meisi
    [J]. Journal of Information and Computational Science, 2014, 11 (16): : 5783 - 5792