DocumentCode
2961075
Title
Throughput sensitivity analysis using a single simulation
Author
Roser, Christoph ; Nakano, Masaru ; Tanaka, Minoru
Author_Institution
Software Sci. Lab., Toyota Central R&D Labs. Inc., Aichi, Japan
Volume
2
fYear
2002
fDate
8-11 Dec. 2002
Firstpage
1087
Abstract
This paper describes a novel method for calculating the sensitivity of the manufacturing system throughput to the variables of the machines. The sensitivity analysis needs only a single simulation, yet is easy to use and provides accurate results. This sensitivity analysis is then used to predict the change in the system throughput due to a change of the variables of the machines provided that the system change does not significantly change the bottleneck. These predictions can be used for a local optimization, allowing the use of a steepest descent optimization algorithm. The method is based on improving the momentary shifting bottlenecks. The shifting bottlenecks are detected using the shifting bottleneck detection method based on the active duration, i.e., the time a machine is active without interruption. The method is easy to understand and easy to implement in existing simulation software.
Keywords
discrete event simulation; manufacturing data processing; manufacturing resources planning; optimisation; sensitivity analysis; change prediction; local optimization; machine active duration; machine variables; manufacturing system; shifting bottleneck detection; single simulation; steepest descent optimization algorithm; throughput sensitivity analysis; Analytical models; Change detection algorithms; Laboratories; Manufacturing systems; Optimization methods; Production systems; Research and development; Sensitivity analysis; Throughput; Time measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Simulation Conference, 2002. Proceedings of the Winter
Print_ISBN
0-7803-7614-5
Type
conf
DOI
10.1109/WSC.2002.1166361
Filename
1166361
Link To Document