Research on range-free location algorithm for wireless sensor network based on particle swarm optimization

被引:0
|
作者
Dalong Xue
机构
[1] School of Computer Science and Technology,
[2] Beijing Institute of Technology,undefined
来源
EURASIP Journal on Wireless Communications and Networking | / 2019卷
关键词
Wireless sensor network; Particle swarm optimization; DV-Hop algorithm; Least squares method;
D O I
暂无
中图分类号
学科分类号
摘要
Location technology is the key support technology of wireless sensor network (WSN). The hop number and hop distance information obtained by traditional distance vector hop (DV-Hop) location algorithm can only be acquired by solving the nonlinear equations, and the solution of the equation determines the accuracy of node location. Although the least squares method has better estimation performance, the solution results are sensitive to the average hop distance, which will lead to the large error in the solution of the equation. In order to solve the problem of location error caused by initial value sensitivity of least squares method in the coordinate calculation stage of unknown nodes and beacon nodes, a range-free location algorithm based on particle swarm optimization (PSO) is proposed in this paper. The proposed approach solves the problem of location error caused by initial value sensitivity of least squares method, obtains relatively accurate solution, and improves the accuracy of location algorithm. The experimental results show that the PSO algorithm has faster convergence speed and higher location accuracy than the non-optimization algorithm.
引用
收藏
相关论文
共 50 条
  • [31] Distributed range-free localisation algorithm for wireless sensor networks
    Chen, Liangyin
    Li, Miao
    Liu, Kai
    Liu, Zhenlei
    Zhang, Jingyu
    Peng, Tong
    Liu, Yan
    Xu, Yongjun
    Luo, Qian
    He, Tian
    ELECTRONICS LETTERS, 2014, 50 (12) : 894 - +
  • [32] An efficient range-free localization algorithm for wireless sensor networks
    QinBin He
    FangYue Chen
    ShuiMing Cai
    JunJun Hao
    ZengRong Liu
    Science China Technological Sciences, 2011, 54 : 1053 - 1060
  • [33] A Range-Free Node Localization Algorithm for Wireless Sensor Networks
    Wang, Yanlin
    2010 INTERNATIONAL CONFERENCE ON INFORMATION, ELECTRONIC AND COMPUTER SCIENCE, VOLS 1-3, 2010, : 1940 - 1943
  • [34] Range-free Localization Algorithm for Anisotropic Wireless Sensor Networks
    El Assaf, Ahmad
    Zaidi, Slim
    Affes, Sofiene
    Kandil, Nahi
    2014 IEEE 80TH VEHICULAR TECHNOLOGY CONFERENCE (VTC FALL), 2014,
  • [35] Range-Free Localization Algorithm for Heterogeneous Wireless Sensor Networks
    El Assaf, Ahmad
    Zaidi, Slim
    Affes, Sofiene
    Kandil, Nahi
    2014 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2014, : 2805 - 2810
  • [36] An efficient range-free localization algorithm for wireless sensor networks
    He QinBin
    Chen FangYue
    Cai ShuiMing
    Hao JunJun
    Liu ZengRong
    SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2011, 54 (05) : 1053 - 1060
  • [37] Improved DV-Hop Algorithm Based on Ant Colony Algorithm and Particle Swarm Optimization for Wireless Sensor Network Location Problem
    Yang, Hai
    2ND INTERNATIONAL CONFERENCE ON MODELING, SIMULATION AND OPTIMIZATION TECHNOLOGIES AND APPLICATIONS (MSOTA 2018), 2018, : 478 - 484
  • [38] Position uncertainties in range-free wireless sensor network localization
    Feng, Zhen
    Liu, Wei
    Xu, Kanru
    Cheng, Wenqing
    2007 IEEE INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR SYSTEMS, VOLS 1-3, 2007, : 443 - 451
  • [39] Optimization of Power Allocation Based on Particle Swarm Optimization in Wireless Location Network
    Lin, Jinrui
    Li, Guangxia
    Tian, Shiwei
    Suo, Longlong
    CHINA SATELLITE NAVIGATION CONFERENCE (CSNC) 2018 PROCEEDINGS, VOL III, 2018, 499 : 777 - 785
  • [40] Research on Range-Free Localization Algorithms for the Wireless Sensor Networks
    Li, Jun
    Xu, Chen
    ASIA-PACIFIC YOUTH CONFERENCE ON COMMUNICATION TECHNOLOGY 2010 (APYCCT 2010), 2010, : 112 - 115