• 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