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A hybrid discrete Cuckoo Search algorithm for cell formation problem with alternative process routings and operation sequence

机译:混合离散Cuckoo搜索算法,用于具有备选工艺路线和操作顺序的细胞形成问题

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As the foremost step for designing a cellular manufacturing system, cell formation is a hard optimization problem. It is necessary and significant to develop methods to find near-optimal solutions in a reasonable time. In this paper, the first hybrid discrete Cuckoo Search (HDCS) algorithm is designed to address the cell formation problem. Alternative process routings and operation sequence of parts are considered. The number of cells is not known as a priori. In HDCS, Lévy flights are redefined to perform the evolution of discrete solutions. Local search is employed to expand the search scope. Computational experiments on six cell formation problems available in the literature are also presented. The results reveal that HDCS outperforms the genetic algorithm-based and particle swarm optimization-based approaches. HDCS is more robust, effective and efficient.
机译:作为设计细胞制造系统的最重要步骤,细胞形成是一个困难的优化问题。开发在合理的时间内找到最佳解决方案的方法是必要且重要的。在本文中,第一个混合离散杜鹃搜索(HDCS)算法被设计来解决细胞形成问题。考虑零件的替代工艺路线和操作顺序。单元的数量不被称为先验。在HDCS中,重新定义了Lévy飞行,以执行离散解决方案的演进。使用本地搜索来扩展搜索范围。还提供了有关文献中可用的六个细胞形成问题的计算实验。结果表明,HDCS优于基于遗传算法和基于粒子群优化的方法。 HDCS更加强大,有效和高效。

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