E. Gershon et al., H-infinity control and filtering of discrete-time stochastic systems with multiplicative noise, AUTOMATICA, 37(3), 2001, pp. 409-417
Linear discrete-time systems with stochastic uncertainties in their state-s
pace matrices are considered. The problems of finite-horizon filtering and
output-feedback control are solved, taking into account possible cross-corr
elations between the uncertain parameters. In both problems, a cost functio
n is defined which is the expected value of the relevant standard H-infinit
y performance index with respect to the uncertain parameters. A solution to
the filtering problem is obtained first by applying the adjoint system and
deriving a bounded real lemma for this system. This solution guarantees a
prescribed estimation level of accuracy while minimizing an upper bound on
the covariance of the estimation error. The solution of the filtering probl
em is also extended to the infinite-horizon case. The results of the filter
ing problem are used to solve the corresponding output-feedback problem. A
filtering example is given where a comparison is made with the results obta
ined using bounded uncertainty design techniques. (C) 2001 Elsevier Science
Ltd. All rights reserved.