• DocumentCode
    1743878
  • Title

    Limiting discounted-cost control of partially observable stochastic systems

  • Author

    Hernández-Lerma, Onésimo ; Romera, Rosario

  • Volume
    1
  • fYear
    2000
  • fDate
    2000
  • Abstract
    Summary form only given. The paper presents two main results on partially observable (PO) stochastic systems. In the first one, we consider a general PO system xt+1=F(xt, at , ξt), yt=G(xt, ηt ) (t=0, 1,...) on Borel spaces, with possibly unbounded cost-per-stage functions, and give conditions for the existence of α-discount optimal control policies (0<α<1). In the second result we specialize (1) to additive-noise systems xt+1=Fn(xt, at)+ξt , yt=Gn(xt)+ηt (t=0, 1,...) in Euclidean spaces, with Fn(x, a) and Gn (x) converging pointwise to functions F∞(x, a) and G∞(x), respectively, and give conditions for the limiting PO model xt+1=F∞(xt, a t)+ξt, yt=G∞(x t)+ηt to have an α-discount optimal policy
  • Keywords
    optimal control; stochastic systems; topology; α-discount optimal control policies; Borel spaces; Euclidean spaces; additive-noise systems; limiting discounted-cost control; partially observable stochastic systems; possibly unbounded cost-per-stage functions; Control systems; Stochastic systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2000. Proceedings of the 39th IEEE Conference on
  • Conference_Location
    Sydney, NSW
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-6638-7
  • Type

    conf

  • DOI
    10.1109/CDC.2000.912854
  • Filename
    912854