TOA-based joint synchronization and source localization with random errors in sensor positions and sensor clock biases

被引:20
|
作者
Wang, Yinggui [1 ]
Huang, Jun [2 ]
Yang, Le [2 ]
Xue, Yanbo [3 ]
机构
[1] Natl Univ Def Technol, Sch Elect Sci & Technol, Changsha 410073, Hunan, Peoples R China
[2] Jiangnan Univ, Sch Internet Things IoT Engn, Wuxi 214122, Jiangsu, Peoples R China
[3] McMaster Univ, Cognit Syst Lab, Hamilton, ON L8S 4K1, Canada
基金
中国国家自然科学基金;
关键词
Synchronization; Source localization; Sensor position errors; Sensor clock bias errors; Time of arrival (TOA); NETWORK LOCALIZATION; TRACKING; TDOA;
D O I
10.1016/j.adhoc.2014.12.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper considers the problem of joint synchronization and source localization using time of arrival (TOA) when the known sensor positions and sensor clock biases are subject to random errors. We derive the Cramer-Rao lower bound (CRLB) of the source position and the source clock bias, and quantify the amount of estimation performance degradation due to sensor position errors and sensor clock bias errors. A mean square error (MSE) analysis is conducted and it shows that ignoring the errors in the known sensor positions and sensor clock biases would lead to an estimation accuracy worse than the CRLB. This paper then proceeds to develop a new joint synchronization and source localization algorithm. The new method takes into consideration the presence of sensor position errors and sensor clock bias errors, and has the advantage of being a closed-form solution. Theoretical performance analysis proves that the proposed algorithm can attain the CRLB accuracy under small noise condition. Computer simulations are used to corroborate the theoretical derivations and demonstrate the good performance of the newly developed algorithm. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:99 / 111
页数:13
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