Adaptive control of stochastic manufacturing systems with hidden Markovian demands and small noise

Duncan, Tyrone E.; Pasik-Duncan, Bozenna; Zhang, Q.

dc.contributor.author	Duncan, Tyrone E.
dc.contributor.author	Pasik-Duncan, Bozenna
dc.contributor.author	Zhang, Q.
dc.date.accessioned	2007-04-06T14:33:42Z
dc.date.available	2007-04-06T14:33:42Z
dc.date.issued	1999-02
dc.identifier.citation	Duncan, TE; Pasik-Duncan, B; Zhang, Q. Adaptive control of stochastic manufacturing systems with hidden Markovian demands and small noise. IEEE TRANSACTIONS ON AUTOMATIC CONTROL. February 1999. 44(2) : 427-430
dc.identifier.other	Digital Object Identifier 10.1109/9.746283
dc.identifier.uri	http://hdl.handle.net/1808/1298
dc.description	©1999 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.
dc.description.abstract	The adaptive production planning of failure-prone manufacturing systems is considered in this paper, In real manufacturing systems, the product demand is usually not known a priori. One of the major tasks in production scheduling is to estimate and predict the demand. In this paper, the authors consider the demand to be either the sum of an unknown rate and a small white noise or the sum of a hidden Markov chain and a small white noise. An algorithm is given to define a family of estimates for the unknown demand processes. Based on this family of estimates, adaptive controls are constructed, which are shown to be nearly optimal.
dc.language.iso	en_US
dc.publisher	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
dc.subject	Hidden Markov chain
dc.subject	Nearly optimal control
dc.subject	Parameter identification
dc.subject	Production planning
dc.title	Adaptive control of stochastic manufacturing systems with hidden Markovian demands and small noise
dc.type	Article
dc.rights.accessrights	openAccess

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