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Application of genetic algorithm to computer-aided process planning in distributed manufacturing systems

机译:遗传算法在分布式制造系统中的计算机辅助过程规划中的应用

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In a distributed manufacturing environment, factories possessing various machines and tools at different geographical locations are often selectively used to achieve the highest possible production efficiency. When jobs requiring a number of operations are received, several feasible process plans are produced from factories capable and available in meeting the specifications. Therefore, obtaining an optimal or near-optimal process plan becomes the main objective. This paper presents a modified genetic algorithm (GA), which, according to some prescribed criteria like minimizing processing time and/or cost, could swiftly search for the optimal process plan from several distributed manufacturing systems, and can perform multiobjectives optimization. One example is included to demonstrate the feasibility and robustness of the approach.
机译:在分布式制造环境中,拥有不同地理位置的各种机器和工具的工厂通常被选择性地用于实现最高的生产效率。当收到需要许多操作的作业时,可以从能够的工厂生产若干可行的过程计划,并且在满足规范时可用。因此,获得最佳或近最优过程计划成为主要目标。本文提出了一种修改的遗传算法(GA),根据一些规定的标准,如最小化处理时间和/或成本,可以从几个分布式制造系统中迅速搜索最佳过程计划,并且可以执行多目标优化。包括一个示例以展示该方法的可行性和鲁棒性。

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