基于概念聚类的目标驱动成组技术应用框架

Aframework fora goal-drivenapproachto grouptechnology applications using conceptual clustering

International Journal of Production Research · 1997
被引 13
ABS 3

中文导读

提出一个目标驱动框架,利用概念聚类技术从符号表示中生成零件族,用于设计检索和单元制造等成组技术应用,两个案例验证了其有效性。

Abstract

This paper presents a goal-driven approach for group technology applications using conceptual clustering techniques to induce useful part families for GT applications. GT applications differ along the following lines: the part information to be represented, the technique for generating part groups and the evaluation of the part groups. The goals of a GT application should be considered at each stage for the results to be meaningful for that application. A framework for such a goaldriven approach is presented in this paper. The feasibility of the framework is demonstrated for two popular GT applications: design retrieval and part family formation for cellular manufacturing. A symbolic representation scheme is employed instead of traditional coding systems. Conceptual clustering, an inductive learning technique is used for generating part groups from the symbolic representation. The results from two case studies show that the proposed framework can effectively satisfy the goals of GT applications.

成组技术概念聚类数据挖掘人工智能制造系统