Title :
Model Reduction Based Set-Membership Filtering with Linear State Equality Constraints
Author :
Hao Wu ; Wei Wang ; Hao Ye
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
The problem of set-membership state estimation for a discrete-time linear system with linear state equality constraints is considered. A model reduction based set-membership state estimation recursive algorithm is proposed. The proposed algorithm can reduce the conservativeness of an existing full space estimation method, enhance the numerical stability, and further reduce the computational load. Two simulation examples are shown to verify the estimation performance of the algorithm.
Keywords :
discrete time systems; filtering theory; linear systems; numerical analysis; state estimation; computational load; discrete-time linear system; linear state equality constraints; model reduction based set-membership filtering; model reduction based set-membership state estimation recursive algorithm; numerical stability;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
DOI :
10.1109/TAES.2013.6494424