HBBA: hybrid algorithm for buffer allocation in tandem production lines

被引:0
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作者
Alexandre Dolgui
Anton V. Eremeev
Viatcheslav S. Sigaev
机构
[1] Ecole des Mines de Saint Etienne,Division for Industrial Engineering and Computer Science
[2] Omsk Branch of Sobolev Institute of Mathematics,Discrete Optimization Laboratory
[3] Omsk State University,Department of Mathematics
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关键词
Production line; Buffer allocation; NP completeness; Black-box complexity; Genetic algorithm; Branch-and-Bound method; Hybrid algorithm;
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摘要
In this paper, we consider the problem of buffer space allocation for a tandem production line with unreliable machines. This problem has various formulations all aiming to answer the question: how much buffer storage to allocate between the processing stations? Many authors use the knapsack-type formulation of this problem. We investigate the problem with a broader statement. The criterion depends on the average steady-state production rate of the line and the buffer equipment acquisition cost. We evaluate black-box complexity of this problem and propose a hybrid optimization algorithm (HBBA), combining the genetic and branch-and-bound approaches. HBBA is excellent in computational time. HBBA uses a Markov model aggregation technique for goal function evaluation. Nevertheless, HBBA is more general and can be used with other production rate evaluation techniques.
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页码:411 / 420
页数:9
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