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Fast high precision decision rules for valuing manufacturing flexibility
- Publication Year :
- 2000
-
Abstract
- The valuation of Flexible Manufacturing Systems is one of the most frequently undertaken productivity improvement activities. In practice, the introduction of an FMS into industry must be done on the basis of cost justification. Recently developed techniques for the evaluation of the value of flexibility typically include the computation of stochastic dynamic programs. However, the computational effort of stochastic dynamic programs grows combinatorially and limits application to real world problems. In this contribution we derive fast approximations to the stochastic dynamic program and compare their results to the exact solution. The proposed methods show an excellent worst case behavior (1%) for a wide range of volatility of the underlying stochastic profit margins and costs for switching the production mode. The computational effort is reduced by a factor of more than 200.
- Subjects :
- Mathematical optimization
Information Systems and Management
General Computer Science
Artificial neural network
Computation
Decision rule
1803 Management Science and Operations Research
Management Science and Operations Research
Industrial and Manufacturing Engineering
330 Economics
Dynamic programming
10004 Department of Business Administration
Modeling and Simulation
Profit margin
Economics
Cost justification
1802 Information Systems and Management
1700 General Computer Science
Volatility (finance)
Valuation (finance)
2611 Modeling and Simulation
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....ab8e0a513858013e5f829c1d11a0c88c