Distributed range-free localization via hierarchical nonconvex constrained optimization

被引:12
|
作者
Xie, Pei [1 ,2 ]
You, Keyou [1 ,2 ]
Song, Shiji [1 ,2 ]
Wu, Cheng [1 ,2 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Tsinghua Univ, BNRist, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Range-free localization; Nonconvex constrained optimization; ADMM; Hierarchical scheme; WIRELESS SENSOR NETWORKS; GRID-SCAN; ALGORITHM; SCHEME;
D O I
10.1016/j.sigpro.2019.06.009
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Localizing target nodes is a fundamental problem for wireless sensor networks (WSNs). Without range measurements, the range-free techniques, which only exploit the connectivity information among nodes, have been widely studied in the past score years. How to achieve a good balance between the localization accuracy and the communication cost has not been well solved. In this paper, we first decide the estimative region of a target node using the information from both its one-hop and two-hop neighboring anchors. Then we establish a Chebyshev center model to localize a single target inside its estimative region via a nonconvex optimization problem, which is solved by the proposed ADMM-based parallel efficient projection algorithm (PEPA). By introducing a hierarchical scheme, the PEPA is further applied to localize multiple targets layer by layer, which enjoys very low communication cost. Moreover, a novel heuristic layer-wise error correction mechanism is proposed to enhance the positioning precision. Simulation results illustrate the advantage of the proposed algorithms against the existing major range-free methods. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:136 / 145
页数:10
相关论文
共 50 条
  • [1] A Distributed Range-Free Localization Algorithm Based on Clustering for Wireless Sensor Networks
    Meng, Qiu
    Hui-Min, Xu
    2007 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-15, 2007, : 2633 - 2636
  • [2] Achieving Range-free Localization Beyond Connectivity
    Zhong, Ziguo
    He, Tian
    SENSYS 09: PROCEEDINGS OF THE 7TH ACM CONFERENCE ON EMBEDDED NETWORKED SENSOR SYSTEMS, 2009, : 281 - 294
  • [3] Range-Free Localization with the Radical Line
    Chen, Hongyang
    Chan, Y. T.
    Poor, H. Vincent
    Sezaki, Kaoru
    2010 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, 2010,
  • [4] Robust Range-Free Localization in Wireless Sensor Networks
    Kui Wu
    Chong Liu
    Jianping Pan
    Dandan Huang
    Mobile Networks and Applications, 2007, 12 : 392 - 405
  • [5] Distance correction range-free localization algorithm for WSNs
    Zhang, Ke
    Dai, Jianyong
    Yu, Xiuwu
    Zhang, Guang
    AIN SHAMS ENGINEERING JOURNAL, 2024, 15 (09)
  • [6] Efficient Range-Free Localization Algorithm for Randomly Distributed Wireless Sensor Networks
    El Assaf, Ahmad
    Zaidi, Slim
    Affes, Sofiene
    Kandil, Nahi
    2013 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2013, : 201 - 206
  • [7] Robust range-free localization in wireless sensor networks
    Wu, Kui
    Liu, Chong
    Pan, Jianping
    Huang, Dandan
    MOBILE NETWORKS & APPLICATIONS, 2007, 12 (5-6): : 392 - 405
  • [8] Accurate Range-Free Localization for Anisotropic Wireless Sensor Networks
    Zhang, Shigeng
    Liu, Xuan
    Wang, Jianxin
    Cao, Jiannong
    Min, Geyong
    ACM TRANSACTIONS ON SENSOR NETWORKS, 2015, 11 (03)
  • [9] Recovery schemes of Hop Count Matrix via topology inference and applications in range-free localization
    Tu, Qiang
    Zhao, Yingying
    Liu, Xingcheng
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 200
  • [10] Range-Free Localization Approaches Based on Intelligent Swarm Optimization for Internet of Things
    Hadir, Abdelali
    Kaabouch, Naima
    El Houssaini, Mohammed-Alamine
    El Kafi, Jamal
    INFORMATION, 2023, 14 (11)