TDOA-Based Joint Synchronization and Localization Algorithm for Asynchronous Wireless Sensor Networks

被引:80
|
作者
Wang, Tan [1 ]
Xiong, Hui [1 ]
Ding, Hong [1 ]
Zheng, Linhua [1 ]
机构
[1] Natl Univ Def Technol, Coll Elect Sci & Technol, Changsha 410073, Peoples R China
基金
中国国家自然科学基金;
关键词
Synchronization; Clocks; Wireless sensor networks; Maximum likelihood estimation; Covariance matrices; Message passing; Wireless sensor network; time-difference-of-arrival (TDOA); relative clock offset and skew estimation; blink model; joint synchronization and localization algorithm; CLOCK SYNCHRONIZATION; ERROR MITIGATION; GEOLOCATION; TRACKING; SIGNALS; NODE; AOA;
D O I
10.1109/TCOMM.2020.2973961
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 presents a joint synchronization and localization algorithm based on the time-difference-of-arrival (TDOA) for asynchronous Wireless Sensor Networks (WSNs), where the positions of anchors are relatively fixed but unknown. To obtain time synchronization and anchor positions, each anchor broadcasts signals periodically, while other anchors receive the broadcasting signals and stamp times-of-arrival (TOAs). Based on these TOAs, we estimate the internal clock parameters and anchor positions in three steps: least square estimation (LSE) of the relative clock skew based on TDOAs, maximum likelihood localization (MLE) of anchors using biased time of flight (TOF), and LSE estimation of relative clock offsets. Anchor pairs stamp the TDOAs when a tag (a wireless sensor node that requires localization) transmits a signal. The biased TDOAs, due to asynchronous local clocks, are compensated by relative clock offset estimation. The maximum likelihood estimation is used for the tag localization based on the Gaussian noise model. We evaluate the performance of the proposed synchronization and localization algorithm using the Cramer-Rao lower bound (CRLB). Simulations are carried out to verify the validity of the algorithm in this paper.
引用
收藏
页码:3107 / 3124
页数:18
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