Improved algorithm for distributed localization in wireless sensor networks

被引:0
作者
Zhong Y.-P. [1 ]
Kuang X.-H. [1 ]
Huang P.-W. [1 ]
机构
[1] Department of Electronic Engineering, Shanghai Jiaotong University
关键词
Node localization; Particle filter; Particle swarm optimization; Weighted centroid algorithm; Wireless sensor network;
D O I
10.1007/s12204-010-8112-z
中图分类号
学科分类号
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. © Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg 2010.
引用
收藏
页码:64 / 69
页数:5
相关论文
共 50 条
  • [31] Distributed Gradient Descent Localization in Wireless Sensor Networks
    Alwan, Nuha A. S.
    Mahmood, Alaa S.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2015, 40 (03) : 893 - 899
  • [32] Distributed Angle Estimation for Localization in Wireless Sensor Networks
    Zhang, Weile
    Yin, Qinye
    Chen, Hongyang
    Gao, Feifei
    Ansari, Nirwan
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2013, 12 (02) : 527 - 537
  • [33] An effective Bat algorithm for node localization in distributed wireless sensor network
    Mihoubi, Miloud
    Rahmoun, Abdellatif
    Lorenz, Pascal
    Lasla, Noureddine
    SECURITY AND PRIVACY, 2018, 1 (01):
  • [34] An Improved Clustering Algorithm for Wireless Sensor Networks
    Li Changqing
    Zhang Xiaofen
    Zhang Tong
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE OF MANAGEMENT SCIENCE AND INFORMATION SYSTEM, VOLS 1-4, 2009, : 16 - 19
  • [35] New distributed localization scheme for wireless sensor networks
    Department of Automation, Shanghai Jiaotong University, Shanghai 200240, China
    不详
    不详
    Zidonghua Xuebao, 2008, 3 (344-348): : 344 - 348
  • [36] Sensor Localization in Wireless Sensor Networks Using Cultural Algorithm
    Kulkarni, Vaishali Raghavendra
    Desai, Veena
    INTERNATIONAL JOURNAL OF SWARM INTELLIGENCE RESEARCH, 2020, 11 (04) : 106 - 122
  • [37] An Improved Node Localization Algorithm Based on DV-Hop for Wireless Sensor Networks
    Qian, Qingji
    Shen, Xuanjing
    Chen, Haipeng
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2011, 8 (04) : 953 - 972
  • [38] A New Distributed Localization Algorithm for ZigBee Wireless Networks
    Chen, J.
    Wu, X. J.
    Wen, P. Z.
    Ye, F.
    Liu, J. W.
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 4451 - +
  • [39] A RFID Based Localization Algorithm for Wireless Sensor Networks
    Shen, Jian
    Wang, Anxi
    Wang, Chen
    Ren, Yongjun
    Sun, Xingming
    CLOUD COMPUTING AND SECURITY, ICCCS 2016, PT II, 2016, 10040 : 275 - 285
  • [40] An Iterative Clustering-Based Localization Algorithm for Wireless Sensor Networks
    Luo Haiyong
    Li Hui
    Zhao Fang
    Peng Jinghua
    CHINA COMMUNICATIONS, 2011, 8 (01) : 58 - 64