CONTROLLED EQUILIBRIUM SELECTION IN STOCHASTICALLY PERTURBED DYNAMICS

被引:7
作者
Arapostathis, Ari [1 ]
Biswas, Anup [2 ]
Borkar, Vivek S. [3 ]
机构
[1] Univ Texas Austin, Dept Elect & Comp Engn, 2501 Speedway,EER 7-824, Austin, TX 78712 USA
[2] Indian Inst Sci Educ & Res, Dr Homi Bhabha Rd, Pune 411008, Maharashtra, India
[3] Indian Inst Technol, Dept Elect Engn, Bombay, Maharashtra, India
关键词
Controlled diffusion; equilibrium selection; large deviations; small noise; ergodic control; HJB equation; BELLMAN EQUATIONS; RESONANCE; DIFFUSION; BEHAVIOR;
D O I
10.1214/17-AOP1238
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider a dynamical system with finitely many equilibria and perturbed by small noise, in addition to being controlled by an "expensive" control. The controlled process is optimal for an ergodic criterion with a running cost that consists of the sum of the control effort and a penalty function on the state space. We study the optimal stationary distribution of the controlled process as the variance of the noise becomes vanishingly small. It is shown that depending on the relative magnitudes of the noise variance and the "running cost" for control, one can identify three regimes, in each of which the optimal control forces the invariant distribution of the process to concentrate near equilibria that can be characterized according to the regime. We also obtain moment bounds for the optimal stationary distribution. Moreover, we show that in the vicinity of the points of concentration the density of optimal stationary distribution approximates the density of a Gaussian, and we explicitly solve for its covariance matrix.
引用
收藏
页码:2749 / 2799
页数:51
相关论文
共 39 条
  • [1] [Anonymous], 1980, Theory and Application of Stochastic Differential Equations, DOI DOI 10.1063/1.2914346
  • [2] [Anonymous], PITMAN RES NOTES MAT
  • [3] Arapostathis A., 2012, Encyclopedia of Mathematics and its Applications, V143
  • [4] BENSOUSSAN A, 1992, J REINE ANGEW MATH, V429, P125
  • [5] Bensoussan A., 2002, Appl. Math. Sci.
  • [6] A THEORY OF STOCHASTIC RESONANCE IN CLIMATIC-CHANGE
    BENZI, R
    PARISI, G
    SUTERA, A
    VULPIANI, A
    [J]. SIAM JOURNAL ON APPLIED MATHEMATICS, 1983, 43 (03) : 565 - 578
  • [7] Berglund N., 2002, Stochast. Dyn., V02, P327, DOI DOI 10.1142/S0219493702000455
  • [8] Berglund N., 2006, PROB APPL S, DOI 10.1007/1-84628-186-5
  • [9] Bhati AG, 1996, ANN PROBAB, V24, P1531
  • [10] Small noise asymptotics for invariant densities for a class of diffusions: A control theoretic view
    Biswas, Anup
    Borkar, Vivek S.
    [J]. JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2009, 360 (02) : 476 - 484