Queuing network analysis approach for estimating the sizes of the time buffers in Theory of Constraints-controlled production systems

Queuing network analysis approach for estimating the sizes of the time buffers in Theory of Constraints-controlled production systems

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Article ID: iaor20043527
Country: United Kingdom
Volume: 42
Issue: 6
Start Page Number: 1207
End Page Number: 1226
Publication Date: Jan 2004
Journal: International Journal of Production Research
Authors: ,
Keywords: queues: applications
Abstract:

The present paper describes an open queuing network modelling approach to estimate the size of the time buffers in production systems controlled by the Theory of Constraints philosophy. Workstations in the production network are modelled as GI/G/m queues and a queuing network analysis multiproduct open queuing network modelling method is used to estimate the average flow time to the time buffer origin and the standard deviation of flow time. Using these two values together with an assumption of normally distributed flow times and a chosen service level, the final time buffer length is determined. The queuing network analysis method has been modified to enable the modelling of production networks with machine failures, batch service and varying transfer batch sizes. The modelling approach has also been incorporated in a computerized tool that uses product specific information such as bill-of-material and routing data, and production network information such as resource data to estimate the sizes and location of the necessary time buffers for each product. Simulation experiments indicate that the procedure is sufficiently accurate to provide an initial quick estimate of the needed time buffer lengths at the design stage of the line.

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