Fundamental Limits of Wideband Localization - Part I: A General Framework

被引:671
作者
Shen, Yuan [1 ]
Win, Moe Z. [1 ]
机构
[1] MIT, LIDS, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Cramer-Rao bound (CRB); equivalent Fisher information (EFI); information inequality; localization; ranging information (RI); squared position error bound (SPEB); STATISTICAL-MODEL; MULTIPATH; BANDWIDTH; PERFORMANCE; LOCATION; CHANNELS; ARRIVAL; GEOLOCATION; SELECTION; ACCURACY;
D O I
10.1109/TIT.2010.2060110
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The availability of position information is of great importance in many commercial, public safety, and military applications. The coming years will see the emergence of location-aware networks with submeter accuracy, relying on accurate range measurements provided by wide bandwidth transmissions. In this two-part paper, we determine the fundamental limits of localization accuracy of wideband wireless networks in harsh multipath environments. We first develop a general framework to characterize the localization accuracy of a given node here and then extend our analysis to cooperative location-aware networks in Part II. In this paper, we characterize localization accuracy in terms of a performance measure called the squared position error bound (SPEB), and introduce the notion of equivalent Fisher information (EFI) to derive the SPEB in a succinct expression. This methodology provides insights into the essence of the localization problem by unifying localization information from individual anchors and that from a priori knowledge of the agent's position in a canonical form. Our analysis begins with the received waveforms themselves rather than utilizing only the signal metrics extracted from these waveforms, such as time-of-arrival and received signal strength. Hence, our framework exploits all the information inherent in the received waveforms, and the resulting SPEB serves as a fundamental limit of localization accuracy.
引用
收藏
页码:4956 / 4980
页数:25
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