Title :
Target localization based on two-stage instrument variable estimator
Author :
Kim, Yong Hwi ; Choi, Ka Hyung ; Park, Jin Bae ; Yoon, Tae Sung
Author_Institution :
Dept. of Electr. & Electron. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
In the target localization, reducing the estimation error which is caused by the bias is big issue. This paper addresses the instrumental variable (IV) method for decreasing the estimation error under assumption that the bias is a constant but unknown. It is proved that the proposed bias augmented IV estimator and two-stage IV estimator algorithms produce the same estimation results. In addition, the proposed two-stage IV estimator provides improved performance comparing with the two-stage Kalman estimator.
Keywords :
Kalman filters; matrix algebra; IV matrix; bias augmented IV estimator; estimation error; target localization; two-stage IV estimator algorithms; two-stage Kalman estimator; two-stage instrument variable estimator; Covariance matrix; Estimation error; Kalman filters; Measurement uncertainty; Noise; Noise measurement; Vectors; Instrument Variable (IV) method; Separate-Bias; Target Localization; Two-Stage Estimator;
Conference_Titel :
SICE Annual Conference (SICE), 2012 Proceedings of
Conference_Location :
Akita
Print_ISBN :
978-1-4673-2259-1