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A technique for on-line sensitivity analysis of flexible manufacturing systems
Authors:R Suri  J W Dille
Institution:(1) Department of Industrial Engineering, University of Wisconsin, 1513 University Avenue, 53706 Madison, WI, USA;(2) Division of Applied Sciences, Harvard University, 02138 Cambridge, MA, USA
Abstract:The recent perturbation analysis approach to discrete event systems is applied to flexible manufacturing systems (FMS). While analytic (queueing) models are useful in preliminary design of such systems, they are not accurate enough at the detailed design/operation stage. Thus, experimentation on detailed simulations or on the actual system has been the way to optimize system performance. Perturbation analysis allows us to derive the sensitivity of system performance, with respect to several design/operating parameters, by observing a single experiment (and without having to actually alter the parameters — often a costly operation). Thus, observation of one experiment can give accurate directions for the improvement of several parameter values. Here we give a simulation example illustrating how perturbation analysis could be used on-line on an FMS to improve its performance, including reducing its operating cost. Experimental results are also presented validating the estimates obtained from this technique.Work supported by U.S. Office of Naval Research Contracts N00014-75-C-0648 and N00014-79-C-0776, and NSF Grant ENG78-15231, at Harvard University.A preliminary version of this paper appeared in the Proc. 1st ORSA/TIMS Conf. on Flexible Manufacturing Systems, August 1984. This version includes two appendices, which relate to implementation of the technique described in the main body of the paper.
Keywords:Flexible manufacturing systems  discrete event systems  real-time systems  monitoring  simulation  performance evaluation  perturbation analysis
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