H. Deng et M. Krstic, Output-feedback stabilization of stochastic nonlinear systems driven by noise of unknown covariance, SYST CONTR, 39(3), 2000, pp. 173-182
We address the class of stochastic output-feedback nonlinear systems driven
by noise whose covariance is time varying and bounded but the bound is not
known a priori. This problem is analogous to deterministic disturbance att
enuation problems. We first design a controller which guarantees that the s
olutions converge (in probability) to a residual set proportional to the un
known bound on the covariance. Then, for the case of a vanishing noise vect
or field, we design an adaptive controller which, besides global stability
in probability, guarantees regulation of the state of the plant to zero wit
h probability one. (C) 2000 Elsevier Science B.V. All rights reserved.