Title :
A fixed-lag smoothing algorithm for Markovian switching systems
Author :
Jia, Yugang ; Pan, Quan ; Yang, Tao ; Hongcai Zhang
Author_Institution :
Dept. of Autom. Control, Northwestern Polytech. Univ., Xi´´an, China
Abstract :
A suboptimal approach to the fixed-lag smoothing problem for Markovian switching systems is presented. We augmented the system state and system model probability, so the fixed-lag smoothing problem is transformed to the filtering problem of a new augmented system. A new fixed-lag smoothing algorithm is developed by applying the basic structure of IMM, which is superior in MME methods, to the augmented systems. The algorithm is illustrated via two typical target tracking simulation examples, where a significant improvement over Chen´s algorithm is achieved at the cost of a time delay.
Keywords :
Markov processes; adaptive filters; smoothing methods; target tracking; IMM; Markovian switching systems; adaptive filtering; augmented systems; filtering problem; fixed-lag smoothing algorithm; interacting multiple model algorithm; suboptimal approach; system model probability; system state; target tracking simulation; time delay; Adaptive filters; Costs; Delay effects; Filtering; Smoothing methods; Switching systems; Target tracking;
Conference_Titel :
Intelligent Control and Automation, 2002. Proceedings of the 4th World Congress on
Print_ISBN :
0-7803-7268-9
DOI :
10.1109/WCICA.2002.1020697