Knowledge-based system for group technology (KBGT)

A. Kusiak, W. Ibrahim
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引用次数: 4

Abstract

A knowledge-based system, KBGT, for solving the group technology problem is presented. The formulation of the group technology problem involves constraints related to machine capacity, material handling system capability, and machine cell dimension. It has been developed for an automated manufacturing system. The KBGT takes advantage of the developments in expert systems and optimization. Two basic components of the knowledge-based system, namely the knowledge-based subsystem and the heuristic clustering algorithm, are discussed. Each partial solution generated by the clustering algorithm is evaluated for feasibility by the knowledge-based subsystem, which modifies search directions of the algorithm. The KBGT is illustrated with numerical examples.<>
基于知识的组技术系统(KBGT)
提出了一种解决成组技术问题的基于知识的系统KBGT。成组技术问题的表述涉及与机器容量、物料处理系统能力和机器单元尺寸相关的约束。它是为自动化制造系统而开发的。KBGT利用了专家系统和优化技术的发展。讨论了知识系统的两个基本组成部分,即知识子系统和启发式聚类算法。基于知识的子系统对聚类算法生成的每个部分解进行可行性评估,从而修改算法的搜索方向。用数值算例说明了KBGT。
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