Source localization and tracking using distributed a synchronous sensors

被引:65
作者
Li, Teng [1 ]
Ekpenyong, Anthony
Huang, Yih-Fang
机构
[1] Marvell Semicond Inc, Santa Clara, CA 95054 USA
[2] Texas Instruments Inc, San Diego, CA 92121 USA
[3] Univ Notre Dame, Dept Elect Engn, Notre Dame, IN 46556 USA
基金
美国国家科学基金会;
关键词
asynchronous sensors; Kalman filter; localization; sensor network; synchronization; time-difference-of-arrival (TDOA); time-of-arrival (JOA); tracking; LOCATION; ACCURACY; TARGET;
D O I
10.1109/TSP.2006.880213
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 source localization algorithm based on the source signal's time-of-arrival (TOA) at sensors that are not synchronized with one another or the source. The proposed algorithm estimates source positions using a window of TOA measurements which, in effect, creates a virtual sensor array. Based on a Gaussian noise model, maximum likelihood estimates (MLE) for the source position and displacement are obtained. Performance issues are addressed by evaluating the Cramer-Rao lower bound and considering the virtual sensor array's geometric properties. To track the source trajectory from the TOA measurement, which is a nonlinear function of source position and displacement, this localization algorithm is combined with the extended Kalman filter (EKF) and the unscented Kalman filter, resulting in good tracking performance.
引用
收藏
页码:3991 / 4003
页数:13
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