Title :
Cooperative Localization in Wireless Networks
Author :
Wymeersch, Henk ; Lien, Jaime ; Win, Moe Z.
Author_Institution :
Lab. for Inf. & Decision Syst., Massachusetts Inst. of Technol., Cambridge, MA
Abstract :
Location-aware technologies will revolutionize many aspects of commercial, public service, and military sectors, and are expected to spawn numerous unforeseen applications. A new era of highly accurate ubiquitous location-awareness is on the horizon, enabled by a paradigm of cooperation between nodes. In this paper, we give an overview of cooperative localization approaches and apply them to ultrawide bandwidth (UWB) wireless networks. UWB transmission technology is particularly attractive for short- to medium-range localization, especially in GPS-denied environments: wide transmission bandwidths enable robust communication in dense multipath scenarios, and the ability to resolve subnanosecond delays results in centimeter-level distance resolution. We will describe several cooperative localization algorithms and quantify their performance, based on realistic UWB ranging models developed through an extensive measurement campaign using FCC-compliant UWB radios. We will also present a powerful localization algorithm by mapping a graphical model for statistical inference onto the network topology, which results in a net-factor graph, and by developing a suitable net-message passing schedule. The resulting algorithm (SPAWN) is fully distributed, can cope with a wide variety of scenarios, and requires little communication overhead to achieve accurate and robust localization.
Keywords :
delays; mobility management (mobile radio); statistical analysis; telecommunication network topology; ultra wideband communication; cooperative localization; location-aware technologies; network topology; statistical inference; subnanosecond delays; ubiquitous location-awareness; ultrawide bandwidth wireless networks; wireless networks; Bandwidth; Inference algorithms; Laboratories; Phase measurement; Pollution measurement; Robustness; State estimation; Temperature sensors; Wireless communication; Wireless networks; Cooperative processing; factor graphs; localization; sum-product algorithm; ultrawide bandwidth transmission;
Journal_Title :
Proceedings of the IEEE
DOI :
10.1109/JPROC.2008.2008853