Title :
Sensitivity analysis of discrete-event systems with nonMarkovian event processes
Author :
Strickland, Stephen G. ; Cassandras, Christos G.
Author_Institution :
Div. of Appl. Sci., Harvard Univ., Cambridge, MA, USA
Abstract :
The authors presume the availability of a sample realization (or sample path) of a discrete-event system, possibly in real time, under some nominal parameter value(s), and they seek to estimate the sensitivity of some performance functional with respect to specified parameter(s). They do this by constructing a sample path of a system embodying perturbations of the structural parameters of the underlying transition structure of the system. Thus it is possible to evaluate the effect of various forms of supervisory control. The authors give dynamic equations describing the probability law of the process. From the sample-path perspective, the probability law between events is fully characterized by information available at the start of the corresponding interval. Moreover, several states may share the same underlying law. This fact and several generalizations allow portions of the nominal sample path to be used to construct perturbed sample paths efficiently. An algorithm is presented for such a construction, and a practically important class of systems for which it is effective is established
Keywords :
discrete time systems; probability; sensitivity analysis; discrete time systems; discrete-event systems; dynamic equations; nonMarkovian event processes; probability law; sample-path; sensitivity analysis; supervisory control; Availability; Communication networks; Discrete event systems; Electric breakdown; Equations; Performance analysis; Sensitivity analysis; State-space methods; Structural engineering; Supervisory control;
Conference_Titel :
Decision and Control, 1989., Proceedings of the 28th IEEE Conference on
Conference_Location :
Tampa, FL
DOI :
10.1109/CDC.1989.70085