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A GRASP for simultaneously assigning and sequencing product families on flexible assembly lines

机译:GRASP用于在柔性装配线上同时分配和排序产品系列

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This paper introduces a new model and solution methodology for a real-world production scheduling problem arising in the electronics industry. The production environment is a high volume, just-in-time, make-to-order facility with volatile demand over many product families that are assembled on flexible lines. A distinguishing characteristic of the problem is the presence of non-traditional sequence-dependant setup costs, which complicate our ability to find high-quality solutions. The scheduling problem arose when product variety exceeded the mix that the existing lines could accommodate. A nonlinear integer programming formulation is presented for the problem of minimizing setup costs, and a greedy randomized adaptive search procedure (GRASP) is developed to find solutions. To select the GRASP parameter values, an efficient, space-filling experimental design method is used based on nearly orthogonal Latin hypercubes. The proposed methodology is tested on actual factory data and compared to a prior heuristic presented in the literature; our heuristic provides a cost savings in 7 out of the 10 cases examined, and an average improvement of 17.39 % which is shown to be highly statistically significant. This improvement is due in part to the introduction of a pre-processing step to determine preferential and non-preferential line assignment information.
机译:本文介绍了一种针对电子行业中出现的实际生产计划问题的新模型和解决方案方法。生产环境是大批量,及时的按订单生产的设备,对在柔性生产线上组装的许多产品系列的需求都在变化。该问题的一个显着特征是存在非传统的依赖序列的设置成本,这使我们寻找高质量解决方案的能力变得复杂。当产品种类超过现有生产线可以容纳的组合时,就会出现调度问题。针对最小化安装成本的问题,提出了一种非线性整数规划公式,并开发了一种贪婪的随机自适应搜索程序(GRASP)来寻找解决方案。为了选择GRASP参数值,基于几乎正交的拉丁超立方体使用了一种有效的,充满空间的实验设计方法。所提出的方法在实际工厂数据上进行了测试,并与文献中提出的启发式方法进行了比较;我们的启发式方法在检查的10个案例中有7个节省了成本,平均改善了17.39%,这在统计学上具有很高的意义。这种改进部分归因于引入了确定优先和非优先线路分配信息的预处理步骤。

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