面向云制造的订单资源分配方法

Order resource allocation method for cloud manufacturing

  • 摘要: 云制造(CMfg)是一种面向服务的高级制造模式, 资源分配被认为是实施CMfg的关键技术。从云制造的角度对产品订单资源分配进行了研究。考虑到产品需求的多样性和生产能力的差异,构建了订单资源分配模型,并考虑了包括订单、产能以及开始时间在内的约束条件。然后,设计了一种改进的多层编码遗传算法(I-GAMc),提出了一种基于有序和有序的两层非负整数编码方法,在选择操作中引入了个体集中度,并对部分集中采用映射交叉(PMX)可以避免出现非法染色体。最后,通过案例研究验证了所提方法的有效性和优越性。

     

    Abstract: Cloud manufacturing (CMfg) is a service-oriented advanced manufacturing model, and resource allocation is considered to be the key technology for implementing CMfg. Research on the allocation of product order resources from the perspective of cloud manufacturing. Considering the diversity of product requirements and differences in production capacity, an order resource allocation model was constructed, and constraints including order, production capacity, and start time were considered. Then, an improved multi-layer coding genetic algorithm (I-GAMc) is designed, and an ordered and ordered two-layer non-negative integer coding method is proposed. The individual concentration is introduced into the selection operation, and the partially concentrated use of mapping cross (PMX) can avoid illegal chromosomes. Finally, through a case study verifies the effectiveness and superiority of the proposed method.

     

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