Title :
Determining track loss without truth information for distributed target tracking applications
Author :
Pao, Lucy Y. ; Khawsuk, Weerawat
Author_Institution :
Dept. of Electr. & Comput. Eng., Colorado Univ., Boulder, CO, USA
Abstract :
We explore criteria for filter consistency and develop methods of determining target track lifetimes without truth information. Two statistical tests, a sliding window likelihood function and a quadratic ratio of the Wishart matrix, are applied to a distributed fusion architecture. Simulation studies are used to compare the performance of these tests against a measure of track lifetime based on using the true states
Keywords :
Kalman filters; distributed tracking; filtering theory; sensor fusion; statistical analysis; target tracking; Kalman filter; Wishart matrix; distributed fusion; filter consistency; statistical tests; target tracking; track lifetime measure; Air traffic control; Application software; Computer architecture; Distributed computing; Information filtering; Information filters; Life testing; Sensor fusion; Surveillance; Target tracking;
Conference_Titel :
American Control Conference, 2000. Proceedings of the 2000
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-5519-9
DOI :
10.1109/ACC.2000.877046