DocumentCode
2241523
Title
State estimation of nonlinear systems with Markov state reset
Author
Battilotti, Stefano
Author_Institution
Dipt. di Inf. e Sist. Antonio Ruberti, Univ. di Roma La Sapienza, Rome, Italy
fYear
2008
fDate
9-11 Dec. 2008
Firstpage
298
Lastpage
303
Abstract
We present a novel observer design for a class of single-output nonlinear systems with Markov jumps. The Markov jump process interferes with a deterministic nonlinear dynamics at random times and retains its state for a certain amount of time (dwell time). The estimation process is reset at these random times, depending on the reset values of the state process, and then evolves as a deterministic estimate of the state process itself. The novelty is given by the reset mechanism adopted for the estimation process itself, depending on the reset values of the state process. We prove that, as long as the mathematical expectation of the dwell times has a positive lower bound and the transition rate of the jump process at the first exit time out of any point is bounded, the state estimation error of the switching dynamics asymptotically converges to zero with probability one. The state estimate over each dwell time is designed using the novel technique of ¿output immersion¿.
Keywords
control system synthesis; nonlinear dynamical systems; nonlinear systems; state estimation; stochastic systems; Markov jump process; Markov state reset; deterministic nonlinear dynamics; observer design; single-output nonlinear systems; state estimation; Control systems; Extraterrestrial measurements; Markov processes; Nonlinear control systems; Nonlinear systems; Observability; Observers; Q measurement; State estimation; Stochastic systems; Stochastic systems; observer design; state reset;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location
Cancun
ISSN
0191-2216
Print_ISBN
978-1-4244-3123-6
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2008.4738832
Filename
4738832
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