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A simulated annealing algorithm for balancing the assembly line type II problem with sequence-dependent setup times between tasks

机译:一种模拟退火算法,用于平衡II型装配线问题与任务之间依赖于序列的设置时间

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摘要

This paper addresses the general assembly line balancing problem where the simple version is enriched by considering sequence-dependent setup times between tasks. Recently, Andres et al. (Andres, C, Miralles, C, and Pastor, R., 2008. Balancing and scheduling tasks in assembly lines with sequence-dependent setup times. European Journal of Operational Research, 187, (3), 1212-1223.) proposed the type I general assembly line balancing problem with setups (GALBPS-I) and developed a mathematical model and several algorithms for solving the problem. In a similar vein, we scrutinised the GALBPS type II problem where the challenge is to find the minimum cycle time for a predefined number of work stations. To solve the problem, we develop a mathematical model and a novel simulated annealing (SA) algorithm to solve such an NP-hard problem. We then employed the Taguchi method as an optimisation technique to extensively tune different parameters of our algorithm and make the classical SA algorithm more efficient in terms of running time and solution quality. Computational results reflected the high efficiency of the SA algorithm in both aspects.
机译:本文解决了一般的流水线平衡问题,其中简单版本通过考虑任务之间依赖于序列的设置时间来丰富。最近,Andres等人。 (安德烈斯C,米拉莱斯C和Pastor R.,2008。在装配线中按顺序依赖的建立时间来平衡和调度任务。欧洲运筹学杂志187,(3),1212-1223)。 I型装配的总装线平衡问题(GALBPS-I),并开发了数学模型和几种算法来解决该问题。同样,我们仔细研究了GALBPS II型问题,其中的挑战是找到预定数量的工作站的最小周期时间。为了解决该问题,我们开发了数学模型和新颖的模拟退火(SA)算法来解决此类NP难题。然后,我们使用Taguchi方法作为一种优化技术来广泛调整算法的不同参数,并使传统的SA算法在运行时间和解决方案质量方面更加高效。计算结果在两个方面都反映了SA算法的高效率。

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