Variance of the output as a function of time: Production line dynamics

Variance of the output as a function of time: Production line dynamics

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Article ID: iaor20002674
Country: Netherlands
Volume: 117
Issue: 3
Start Page Number: 470
End Page Number: 484
Publication Date: Sep 1999
Journal: European Journal of Operational Research
Authors:
Keywords: markov processes
Abstract:

We consider Markovian models of discrete materials flow production systems. The transient behavior of a production line is investigated. Namely, mean and variance of the number of parts produced in a given time period conditioned on an arbitary initial condition is determined by using a Markov reward model. Closed-form expression for the variance of the output from a single unreliable station is derived to illustrate the procedure. Then variance of the output from a general two-station production line with a finite buffer is determined by using a set of recursive equations that exploits the special structure of the probability matrix. The relationship between the due-time performance and variability of the line is investigated by determining the probability of meeting a customer order on time and also the time to produce a given order approximately. Numerical experiments that investigate the relationships between the system parameters and production line dynamics are also included.

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