Title :
Performance Characterization of AOA Geolocation Systems Using the Von Mises Distribution
Author :
Wang, Sichun ; Jackson, Brad R. ; Inkol, Robert
Author_Institution :
Defence R&D Canada-Ottawa, Ottawa, ON, Canada
Abstract :
Circular (angular) random variables, such as the angle of arrival(AOA) in direction finding systems and the phase error in digital phase-locked loops and digital phase interferometers, are best modeled by the von Mises distribution, not the ubiquitous Gaussian distribution. However, the Gaussian distribution has been commonly preferred in the performance analysis of AOA geolocation systems, mostly due to its mathematical tractability. This paper demonstrates the use of the von Mises distribution to model AOA measurement errors in direction finding systems and derives simple expressions for the Fisher information matrix (FIM) and the Cramer-Rao lower bound for the average miss distance. These results show that the use of the von Mises model in the performance analysis of AOA geolocation systems is entirely practicable.
Keywords :
Gaussian distribution; digital phase locked loops; direction-of-arrival estimation; interferometers; matrix algebra; measurement errors; radio direction-finding; AOA geolocation systems; AOA measurement errors; Cramer-Rao lower bound; FIM; Fisher information matrix; angle of arrival; angular random variables; circular random variables; digital phase interferometers; digital phase-locked loops; direction finding systems; mathematical tractability; performance analysis; performance characterization; phase error; ubiquitous Gaussian distribution; von Mises distribution; von Mises model; Computational modeling; Gaussian distribution; Geology; Mathematical model; Maximum likelihood estimation; Reactive power; Standards;
Conference_Titel :
Vehicular Technology Conference (VTC Fall), 2012 IEEE
Conference_Location :
Quebec City, QC
Print_ISBN :
978-1-4673-1880-8
Electronic_ISBN :
1090-3038
DOI :
10.1109/VTCFall.2012.6399093