Title :
GPS Localization Accuracy Improvement by Fusing Terrestrial TOA Measurements
Author :
Ouyang, Robin Wentao ; Wong, Albert Kai-Sun ; Woo, Kam Tim
Author_Institution :
Dept. of Electron. & Comput. Eng., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Abstract :
This paper explores the use of terrestrial time of arrival (TOA) measurements to improve the initial Global Positioning System (GPS) location fix accuracy. First, we present a geometric approach when a GPS location fix and one TOA measurement are available. Then, a more general hybrid GPS/TOA method via the Weighted Least Square Estimator (WLSE) is proposed. To simplify the calculation, a closed-form solution based on the two-step Least Square approach is also designed. The Cramer-Rao Lower Bound (CRLB) is derived as a performance benchmark. Simulation results exhibit excellent performance of the proposed methods which attain the CRLB in different scenarios. The proposed methods work even if only one TOA measurement (in addition to a GPS location fix) is available and the corresponding accuracy improvement (compared with the initial GPS location fix) can be as much as 30%.
Keywords :
Global Positioning System; least squares approximations; Cramer-Rao lower bound; GPS localization accuracy improvement; GPS location fix; Global Positioning System; closed-form solution; hybrid GPS/TOA method; performance benchmark; terrestrial time of arrival measurements; two-step least square approach; weighted least square estimator; Communications Society; Global Positioning System; Least squares approximation; Least squares methods; Peer to peer computing; Position measurement; Satellites; Time measurement; Wireless LAN; Wireless sensor networks;
Conference_Titel :
Communications (ICC), 2010 IEEE International Conference on
Conference_Location :
Cape Town
Print_ISBN :
978-1-4244-6402-9
DOI :
10.1109/ICC.2010.5502809