Title :
Passive location estimation using TOA measurements
Author :
Shen, Junyang ; Molisch, Andreas F.
Author_Institution :
Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Ultra-wideband (UWB) radios offer highly accurate ranging, i.e., measurement of signal travel time. This is important for positioning (localization), in particular in indoor environments, where GPS is not available. This paper considers UWB-based positioning of passive objects, where one transmitter and multiple, distributed, receivers are employed. We consider the case where the transmitter and receivers can be synchronized, so that time-of-arrival (TOA) instead of time-difference-of-arrival (TDOA) information can be utilized. Assuming Gaussian errors for the range estimates, we propose a novel, Two-Step, Expectation Maximization (TSEM) based algorithm for the localization of the passive object. This algorithm achieves the Cramer-Rao Lower Bound (CRLB) of TOA algorithms. Simulation results show that the error variance of TSEM is much lower (often 30 dB) than that of the existing, TDOA-based, algorithms.
Keywords :
Global Positioning System; receivers; time-of-arrival estimation; transmitters; ultra wideband communication; Cramer-Rao lower bound; GPS; Gaussian errors; TOA measurements; UWB radios; UWB-based positioning; indoor environments; localization; passive location estimation; receivers; signal travel time measurement; time-difference-of-arrival; time-of-arrival; transmitter; two-step expectation maximization based algorithm; ultra-wideband radios; Estimation; Receivers; Simulation; Synchronization; Transmitters; Wireless communication; Wireless sensor networks; CRLB; TDOA; TOA; location estimation;
Conference_Titel :
Ultra-Wideband (ICUWB), 2011 IEEE International Conference on
Conference_Location :
Bologna
Print_ISBN :
978-1-4577-1763-5
Electronic_ISBN :
2162-6588
DOI :
10.1109/ICUWB.2011.6058839