Title :
LQ Control of Discrete-Time Jump Systems With Markov Chain in a General Borel Space
Author :
Costa, O.L.V. ; Figueiredo, D.Z.
Author_Institution :
Dept. de Eng. de Telecomun. e Controle, Univ. de Sao Paulo, Sao Paulo, Brazil
Abstract :
In this technical note, it is studied the LQ-optimal control problem for discrete-time Markov jump linear systems considering the case in which the Markov chain takes values in a general Borel space M. It is shown that the solution of the LQ-optimal control problem is obtained in terms of the positive semi-definite solution S(ℓ), ℓ ∈ M, of M-coupled algebraic Riccati equations. By M-coupled we mean that the algebraic Riccati equations are coupled via an integral over a transition probability kernel G(·|·) having a density g(·|·) with respect to a σ-finite measure μ on M. It is obtained sufficient conditions, based on the concept of stochastic stabilizability and stochastic detectability, for the existence and uniqueness of this positive semi-definite solution. These results generalize previous ones in the literature, which considered only the case of the Markov chain taking values in a finite or infinite countable space.
Keywords :
Markov processes; Riccati equations; discrete time systems; linear quadratic control; linear systems; stability; stochastic systems; σ-finite measure; LQ-optimal control problem; M-coupled algebraic Riccati equations; Markov chain; discrete-time Markov jump linear systems; finite countable space; general Borel space; infinite countable space; positive semidefinite solution; stochastic detectability; stochastic stabilizability; sufficient conditions; transition probability kernel; Aerospace electronics; Kernel; Markov processes; Mathematical model; Riccati equations; Stability analysis; General Borel space; LQ control; Markov Jump Linear Systems; Markov jump linear systems; Riccati equations;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2014.2381031