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Comprehensive review and evaluation of heuristics and meta-heuristics for two-sided assembly line balancing

机译:双面装配线平衡的启发式方法和元启发式方法的综合评估和评估

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This paper presents a comprehensive review and evaluation of heuristics and meta-heuristics for the twosided assembly line balancing problem. Though a few reviews have been presented, some latest methods are not included and there is no comparison of the meta-heuristics in terms of their performances. Furthermore, since various kinds of encoding schemes, decoding procedures and objective functions have been applied, the results cannot be generalized and the published comparison might be unfair. This paper contributes to knowledge by comparing the published methods, ranging from well-known simulated annealing to recent published iterated local search, and evaluating the six encoding schemes, 30 decoding procedures and five objective functions on the performances of the meta-heuristics meanwhile. The experimental design approach is applied to obtain valid and convincing results by testing algorithms under four termination criteria. Computational results demonstrate that the proper selection of encoding scheme, decoding procedure and objective function improves the performance of the algorithms by a significant margin. Another unique contribution of this paper is that 15 new best solutions are obtained for the large-sized type-II two-sided assembly line balancing problem during the re-implementation and evaluation of the meta-heuristics tested. (C) 2017 Elsevier Ltd. All rights reserved.
机译:本文对双面流水线平衡问题进行了启发式和元启发式的全面综述和评估。尽管已经提出了一些评论,但并未包括一些最新方法,并且就其性能而言,没有对元启发式方法进行比较。此外,由于已经应用了各种编码方案,解码过程和目标函数,所以结果不能一概而论,并且公开的比较可能不公平。本文通过比较已公开的方法(从著名的模拟退火到最近公开的迭代局部搜索)并评估了六种编码方案,30种解码过程和五种目标函数对元启发式算法的性能,为知识做出了贡献。通过在四个终止标准下测试算法,将实验设计方法应用于获得有效且令人信服的结果。计算结果表明,适当选择编码方案,解码过程和目标函数可以显着提高算法的性能。本文的另一个独特贡献是,在重新实施和评估测试的元启发式方法期间,针对大型II型双面装配线平衡问题获得了15个新的最佳解决方案。 (C)2017 Elsevier Ltd.保留所有权利。

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