DocumentCode
1325023
Title
Fundamental Limits of Wideband Localization— Part I: A General Framework
Author
Shen, Yuan ; Win, Moe Z.
Author_Institution
Lab. for Inf. & Decision Syst. (LIDS), Massachusetts Inst. of Technol., Cambridge, MA, USA
Volume
56
Issue
10
fYear
2010
Firstpage
4956
Lastpage
4980
Abstract
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.
Keywords
mobile radio; signal processing; telecommunication network routing; Cramer-Rao bound; equivalent fisher information; harsh multipath environments; location-aware networks; public safety; range measurements; received signal strength; squared position error bound; time-of-arrival estimation; wide bandwidth transmissions; wideband localization; wideband wireless networks; Accuracy; Antenna arrays; Antenna measurements; Arrays; Linear matrix inequalities; Wideband; Cramér–Rao bound (CRB); equivalent Fisher information (EFI); information inequality; localization; ranging information (RI); squared position error bound (SPEB);
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.2010.2060110
Filename
5571900
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