Title :
Singular perturbation, state aggregation, and nonlinear filtering
Author :
Hijab, O. ; Sastry, S.
Author_Institution :
Case Western Reserve University, Cleveland, OH
Abstract :
Consider a state process t ?? x??(t) evolving in Rn whose motion is that of a pure jump process in Rn, in the 0(1) time scale, upon which is super -imposed a continuous motion along the orbits of a gradient-like vector field g in Rn, in the 0(1/??) time scale i.e. the infinitesimal generator of the state process is of the form L + (1/??)g. If we consider observations of the form dy = h(x??(t))dt + db(t), t ?? 0, then for each ?? > 0 the corresponding nonlinear filter is infinite dimensional. We show however that the projected motion t ?? x-??(t) onto the equilibrium points of g is, in the limit as ?? ?? 0, a finite-state process governed by some explicit L- on the finite state space consisting of the equilibrium points of g. We then show that the corresponding filters converge to a finite-state Wonham filter.
Keywords :
Laboratories; Markov processes; Mathematics;
Conference_Titel :
Decision and Control including the Symposium on Adaptive Processes, 1981 20th IEEE Conference on
Conference_Location :
San Diego, CA, USA
DOI :
10.1109/CDC.1981.269275