DocumentCode
1006741
Title
Control of discrete-time hybrid stochastic systems
Author
Campo, L. ; Bar-Shalom, Y.
Author_Institution
Connecticut Univ., Storrs, CT, USA
Volume
37
Issue
10
fYear
1992
fDate
10/1/1992 12:00:00 AM
Firstpage
1522
Lastpage
1527
Abstract
A realistic stochastic control problem for hybrid systems with Markovian jump parameters can have switching parameters in both the state and the measurement equations. Furthermore, both the `base´ and jump states, in general, are not perfectly observed. There are only two existing controllers for this problem, both with complexity exponentially increasing with time. The authors present another control algorithm for stochastic systems with Markovian jump parameters. This algorithm is derived through the use of stochastic dynamic programming and is designed to be used for realistic stochastic control problems, i.e., with noisy state observations. This scheme has fixed computational requirements at each stage and a natural parallel implementation. Simulation results are used to compare the algorithm with previous schemes
Keywords
Markov processes; computational complexity; discrete time systems; dynamic programming; parallel algorithms; stochastic programming; stochastic systems; Markovian jump parameters; complexity; discrete-time hybrid stochastic systems; fixed computational requirements; imperfect observation; noisy state observations; parallel implementation; stochastic control problem; stochastic dynamic programming; switching parameters; uncertainty; Circuit stability; Control systems; Equations; Feedback; Open loop systems; Polynomials; State estimation; Stochastic processes; Stochastic systems; Switches;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/9.256374
Filename
256374
Link To Document