Cooperative Localization in Wireless Networks

被引:880
作者
Wymeersch, Henk [1 ]
Lien, Jaime [1 ]
Win, Moe Z. [1 ]
机构
[1] MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USA
基金
美国国家科学基金会;
关键词
Cooperative processing; factor graphs; localization; sum-product algorithm; ultrawide bandwidth transmission; ULTRAWIDE BANDWIDTH SIGNALS; BELIEF PROPAGATION; COMMUNICATION-SYSTEMS; SELF-LOCALIZATION; IMPULSE RADIO; WIDE; ERROR; ACQUISITION; GRAPHS; MODEL;
D O I
10.1109/JPROC.2008.2008853
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
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.
引用
收藏
页码:427 / 450
页数:24
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