A Convex Optimization Approach For NLOS Error Mitigation in TOA-Based Localization

被引:25
|
作者
Wu, Huafeng [1 ]
Liang, Linian [1 ]
Mei, Xiaojun [2 ]
Zhang, Yuanyuan [1 ,3 ]
机构
[1] Shanghai Maritime Univ, Merchant Marine Coll, Shanghai 201306, Peoples R China
[2] Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
[3] Univ Victoria, Dept Elect & Comp Engn, Victoria, BC V8W 2Y2, Canada
基金
中国国家自然科学基金;
关键词
Location awareness; Mathematical models; Computational complexity; Optimization; Noise measurement; Signal processing algorithms; Measurement uncertainty; Non-line-of-sight (NLOS); time-of-arrive (TOA); target localization; regularized total least square (RTLS); wireless sensor network; QUADRATIC-FUNCTIONS; IDENTIFICATION; ALGORITHM; RATIO;
D O I
10.1109/LSP.2022.3141938
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 target localization problem using time-of-arrival (TOA)-based technique under the non-line-of-sight (NLOS) environment. To alleviate the adverse effect of the NLOS error on localization, a total least square framework integrated with a regularization term (RTLS) is utilized, and with which the localization problem can get rid of the ill-posed issue. However, it is challenging to figure out the exact solution for the considered localization problem. In this case, we convert the RTLS problem into a semidefinite program (SDP), and then obtain the solution of the original problem by solving a generalized trust region subproblem (GTRS). The proposed method has a relatively good robustness in localization even under the circumstance that the prior knowledge of the NLOS links or its distribution does not know. The outperformance of the proposed method is demonstrated in the simulations compared with other state-of-the-art techniques.
引用
收藏
页码:677 / 681
页数:5
相关论文
共 50 条
  • [21] A Robust Bisection-Based Estimator for TOA-Based Target Localization in NLOS Environments
    Tomic, Slavisa
    Beko, Marko
    Dinis, Rui
    Montezuma, Paulo
    IEEE COMMUNICATIONS LETTERS, 2017, 21 (11) : 2488 - 2491
  • [22] A Survey on TOA Based Wireless Localization and NLOS Mitigation Techniques
    Guvenc, Ismail
    Chong, Chia-Chin
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2009, 11 (03): : 107 - 124
  • [23] NLOS MITIGATION IN TOA-BASED INDOOR LOCALIZATION BY NONLINEAR FILTERING UNDER SKEW t-DISTRIBUTED MEASUREMENT NOISE
    Closas, Pau
    Vila-Valls, Jordi
    2016 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP), 2016,
  • [24] Transceiver Optimization for ToA-Based Localization of Mobile WSN
    Taheri, Mostafa
    Motamedi, Seyed Ahmad
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2016, 25 (09)
  • [25] UDP Identification and Error Mitigation in ToA-Based Indoor Localization Systems using Neural Network Architecture
    Heidari, Mohammad
    Alsindi, Nayef Ali
    Pahlavan, Kaveh
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2009, 8 (07) : 3597 - 3607
  • [26] A ToA-Based Location Algorithm Reducing the NLoS Error under Location-aware Networks
    Zhang, Yanlong
    Ren, Jingjing
    Chen, Weidong
    2011 7TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING (WICOM), 2011,
  • [27] Robust ToA-Based Localization in a Mixed LOS/NLOS Environment Using Hybrid Mapping Technique
    Al-Samahi, Sanaa S. A.
    Ho, K. C.
    Islam, N. E.
    2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
  • [28] An Algorithmic and Systematic Approach for Improving Robustness of TOA-based Localization
    Wang, Yongcai
    Song, Lei
    2013 IEEE 15TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2013 IEEE INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (HPCC_EUC), 2013, : 2066 - 2073
  • [29] NLOS Error Mitigation in Hybrid RSS-TOA-Based Localization Through Semi-Definite Relaxation
    Katwe, Mayur
    Ghare, Pradnya
    Sharma, Prabhat Kumar
    Kothari, Ashwin
    IEEE COMMUNICATIONS LETTERS, 2020, 24 (12) : 2761 - 2765
  • [30] A TOA-AOA-based NLOS error mitigation method for location estimation
    Tang, Hong
    Park, Yongwan
    Qiu, Tianshuang
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2008, 2008 (1)