Relative location estimation in wireless sensor networks

被引:1223
作者
Patwari, N
Hero, AO
Perkins, M
Correal, NS
O'Dea, RJ
机构
[1] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48104 USA
[2] Motorola Labs, Plantation, FL USA
基金
美国国家科学基金会;
关键词
Cramer-Rao bound; localization; radio channel measurement; self-configuration; sensor position location estimation; signal strength; time-of-arrival;
D O I
10.1109/TSP.2003.814469
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
Self-configuration in wireless sensor networks is a general class of estimation problems that we study via the Cramer-Rao bound (CRB). Specifically, we consider sensor location estimation when sensors measure received signal strength (RSS) or time-of-arrival (TOA) between themselves and neighboring sensors. A small fraction of sensors in the network have a known location, whereas the remaining locations must be estimated. We derive CRBs and maximum-likelihood estimators (MLEs) under Gaussian and log-normal models for the TOA and RSS measurements, respectively. An extensive TOA and RSS measurement campaign in an indoor office area illustrates MLE performance. Finally, relative location estimation algorithms are implemented in a wireless sensor network testbed and deployed in indoor and outdoor environments. The measurements and testbed experiments demonstrate 1-m RMS location errors using TOA, and 1- to 2-m RMS location errors using RSS.
引用
收藏
页码:2137 / 2148
页数:12
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