Title :
A U-D factorization-based extended set membership algorithm with applications to nonlinear system estimation
Author_Institution :
Sch. of Electr. & Inf. Eng., Changsha Univ. of Sci. & Technol., Changsha
Abstract :
In this paper, a U-D factorization-based extended set membership (ESM) state estimation algorithm is proposed to further improve the numerical accuracy and stability of the nonlinear system estimation. In comparison with the existing ESM, the proposed U-D factorization-based ESM using the efficient and stable updating recursions provides much more accurate estimation results. It has improved numerical stability and real time applicability. Simulation results in estimation of mobile robot localization are given to show the effectiveness and robustness of the proposed algorithm.
Keywords :
mobile robots; nonlinear control systems; stability; state estimation; U-D factorization; extended set membership; mobile robot localization; nonlinear system estimation; stability; state estimation; Computer errors; Ellipsoids; Gaussian noise; Helium; Noise measurement; Nonlinear systems; Numerical stability; State estimation; Stochastic resonance; Stochastic systems; Extended Set Membership; Nonlinear systems; State estimation; U-D factorization;
Conference_Titel :
Industrial Technology, 2008. ICIT 2008. IEEE International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-1705-6
Electronic_ISBN :
978-1-4244-1706-3
DOI :
10.1109/ICIT.2008.4608545