基于遗传算法的汽车钢索生产线平衡

Hager Triki, A. Mellouli, Wafik Hachicha, F. Masmoudi
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引用次数: 1

摘要

一般来说,装配线,允许低生产成本,缩短周期时间和准确的质量水平。装配线平衡问题(ALBP)是关于如何将装配任务中必须执行的装配活动分组到工作站中,从而使每个工作站所需的总装配时间大致相同(周期时间)。本文以某汽车用电缆制造企业为研究对象,研究了一种线性bp算法。这家公司发现有必要平衡生产线,因为它需要提高生产率。在这种线路类型中,车站的数量是已知的,目标是最小化循环时间,同时必须满足优先级和分区限制。为此,实现了一种基于遗传算法方案和局部搜索过程的混合遗传算法(HGA),并对其进行了充分表征。与CPLEX软件精确解的对比研究结果表明,所提出的HGA方法是非常有效和有竞争力的。
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Assembly line balancing in an automotive cables manufacturer using a genetic algorithm approach
In general, assembly lines, allow low production costs, reduced cycle times and accurate quality levels. Assembly line balancing problem (ALBP) is about how to group the assembly activities, which have to be performed in an assembly task, into workstations, so that the total assembly time required at each workstation is approximately the same (cycle time). In this paper, an ALBP is studied in a real-world automotive cables manufacturer company. This company found it necessary to balance its line, since it needs to increase the production rate. In this line type, the number of stations is known and the objective is to minimize cycle time where both precedence and zoning constrains must be satisfied. For this purpose, a hybrid genetic algorithm (HGA) based on genetic algorithm scheme and local search procedures is implemented and fully characterized. The results of comparative studies with CPLEX software exact solutions show that the proposed HGA approach is very effective and competitive.
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