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Generation of Block Diagonal forms Using Hierarchical Clustering for Cell Formation Problems

机译:使用分层聚类的细胞形成问题生成对角线形式的块

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While cell formation (CF) problems have been studied for few decades, the purpose of this paper is to advance the solution technique using one classical approach, hierarchical cluster analysis (HCA). In the application of HCA, one technical challenge is to cluster both machines and parts simultaneously. In this paper, this challenge is addressed by quantifying the coupling between machines and parts in the clustering process. One feature of the proposed method is to generate block diagonal forms that show some intermediate sorting of machines and parts without specifying the structural criteria (e.g., the number of cells). Consequently, engineers can specify the structural criteria after inspecting the block diagonal forms instead of specifying them at the beginning. Some numerical examples from literature are used to examine and verify the proposed method.
机译:尽管已经研究了细胞形成(CF)问题数十年,但本文的目的是使用一种经典方法(层次聚类分析(HCA))改进求解技术。在HCA的应用中,一项技术挑战是同时对机器和零件进行群集。在本文中,通过量化聚类过程中机器和零件之间的耦合来解决此挑战。所提出的方法的一个特征是生成块对角线形式,该块对角线形式示出了机器和零件的一些中间排序,而没有指定结构标准(例如,单元的数量)。因此,工程师可以在检查块对角线形式后指定结构标准,而不必在一开始就指定它们。文献中的一些数值例子被用来检验和验证所提出的方法。

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