An Efficient Semidefinite Relaxation Method for Energy-Based Source Localization in Sensor Networks

被引:0
|
作者
Ai, Wenbao [1 ]
Deng, Huijun [1 ]
Yuan, Jianhua [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Sci, Beijing 100088, Peoples R China
关键词
source localization; sensor networks; semidefinite programming relaxation; acoustic energy;
D O I
10.4028/www.scientific.net/AMM.321-324.568
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
This paper addresses the energy-based localization problem in wireless sensor networks. Since the objective function of the weighted least squares (WLS) formulation is nonconvex, its global solution is hard to obtain without a good initial estimate. In this paper, An approximate solution to the (WLS) problem is presented, by relaxing the minimization problem into semidefinite programming form. One can obtain an optimal solution of the (SDP) by rank-one decomposition of matrices. Numerical results show that the proposed method is indeed efficient.
引用
收藏
页码:568 / 572
页数:5
相关论文
共 50 条
  • [1] EFFICIENT SEMIDEFINITE RELAXATION FOR ENERGY-BASED SOURCE LOCALIZATION IN SENSOR NETWORKS
    Wang, Gang
    Yang, Kehu
    2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS, 2009, : 2257 - 2260
  • [2] A Semidefinite Relaxation Method for Energy-Based Source Localization in Sensor Networks
    Wang, Gang
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2011, 60 (05) : 2293 - 2301
  • [3] Energy-based Localization in Wireless Sensor Networks using Semidefinite Relaxation
    Beko, Marko
    2011 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2011, : 1552 - 1556
  • [4] New Semidefinite Relaxation Method for Acoustic Energy-Based Source Localization
    Wang, Gang
    Li, Youming
    Wang, Rangding
    IEEE SENSORS JOURNAL, 2013, 13 (05) : 1514 - 1521
  • [5] On the Semidefinite Programming Algorithm for Energy-Based Acoustic Source Localization in Sensor Networks
    Yan, Yongsheng
    Shen, Xiaohong
    Hua, Fei
    Zhong, Xionghu
    IEEE SENSORS JOURNAL, 2018, 18 (21) : 8835 - 8846
  • [6] On energy-based acoustic source localization for sensor networks
    Meesookho, Chartchai
    Mitra, Urbashi
    Narayanan, Shrikanth
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (01) : 365 - 377
  • [7] Robust Semidefinite Relaxation Method for Energy-Based Source Localization: Known and Unknown Decay Factor Cases
    Shi, Jiong
    Wang, Gang
    Jin, Liping
    IEEE ACCESS, 2019, 7 : 163740 - 163748
  • [8] Efficient Convex Optimization for Energy-Based Acoustic Sensor Self-Localization and Source Localization in Sensor Networks
    Yan, Yongsheng
    Wang, Haiyan
    Shen, Xiaohong
    Leng, Bing
    Li, Shuangquan
    SENSORS, 2018, 18 (05)
  • [9] Quantizer Design for Energy-Based Source Localization in Sensor Networks
    Kim, Yoon Hak
    Ortega, Antonio
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (11) : 5577 - 5588
  • [10] New two-step semidefinite relaxation method for acoustic energy-based localization
    Tian Q.
    Feng D.
    Li J.
    Hu H.
    Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2019, 46 (04): : 16 - 21and42