Knowledge discovery and constraint-based processing in automated manufacturing

Jiawei Han, Yongjian Fu
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Abstract

This paper studies the application of integrated database and artificial intelligence technologies in automated manufacturing. Two interesting techniques: (1) knowledge discovery, i.e., discovery of interesting rules and regularities from data or processing history, and (2) constraint-based processing, i.e., the application of the knowledge and rules as constraints in the guidance or control of a manufacturing process, are examined in detail. The study shows that the proposed technique may extract interesting knowledge from data, guide manufacturing processes and enhance system performance. Therefore, it may have important implications to computer-integrated manufacturing systems.<>
自动化制造中的知识发现与约束处理
本文研究了集成数据库和人工智能技术在自动化制造中的应用。详细研究了两种有趣的技术:(1)知识发现,即从数据或加工历史中发现有趣的规则和规律;(2)基于约束的处理,即将知识和规则作为约束应用于制造过程的指导或控制。研究表明,该技术可以从数据中提取有趣的知识,指导制造过程,提高系统性能。因此,它可能对计算机集成制造系统具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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