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
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);
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2010.2060110