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A Knowledge-Based Decision-Making Framework for the Design of Manufacturing Networks for Custom-Made Products

机译:定制产品制造网络设计的基于知识的决策框架

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Efficient design of manufacturing networks is paramount for a sustainable growth. The establishment of mass customization and the transition to personalization complicates design activities and leads to vast amounts of un-exploited data. This research work aims to exploit existing knowledge for enhancing decision-making during the initial manufacturing networks design, which carry out custom orders of industrial equipment. A method developed into software is proposed, comprising a Genetic Algorithm with knowledge-enriched operators and an intelligent initialization algorithm that exploits existing planning knowledge. The validation of the method is performed using data from a high-precision mold-making manufacturer and its network of first-tier suppliers.
机译:高效的制造网络设计对于可持续增长至关重要。大规模定制的建立和向个性化的过渡使设计活动复杂化,并导致大量未利用的数据。这项研究工作旨在利用现有知识,以增强初始制造网络设计过程中的决策能力,从而完成工业设备的定制订单。提出了一种开发为软件的方法,该方法包括具有知识丰富运算符的遗传算法和利用现有规划知识的智能初始化算法。该方法的验证是使用来自高精度模具制造商及其一级供应商网络的数据进行的。

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