THE PRODUCTION QUALITY MANAGEMENT BASED ON THE PRECEDENT APPROACH AND THE CLUSTERING OF USE CASES

Timur N. Karimov, S. Khamadeev
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引用次数: 1

Abstract

: In this work the problem of various discrepancies knowledge management is considered during realization of technological production processes of polypropylene tubes. Such discrepancies can make serious impact on manufacturing efficiency enterprise for the reasons of the compelled equipment stand still, sharp decline in final product quality, failures to meet time constraints of production shipment for the consumer, etc. In order to remove discrepancies it is required to define quickly the major factors exerting negative impact on production quality. And for each type of a product there can be the set of factors. The main way for work with the large volume of information concerning problems, their factors and ways of elimination is experience of experts. Such way owing to a human factor is not reliable and cannot be considered as the effective solution of the considered problem. In article as the decision the structure of the knowledge base on the basis of precedents (use cases) is offered. The precedent represents the information block including a basic situation and the decision corresponding to it. The offered structure is founded on hierarchy to Isikava's chart, one of popular instruments of quality control, and listed products. For filling of base precedents it is offered to use an algorithm of a clustering of data CLOPE. Results of work are the three-level structure of the knowledge base, model of a precedent, model of processes of addition of a new precedent and search of a precedent in the knowledge base, an algorithm of a clustering of precedents. It was revealed that the preliminary clustering allows reducing search time considerably. This approach can be used at a stage of technological preparation of production
基于先例方法和用例聚类的生产质量管理
本文研究了聚丙烯管工艺生产过程中各种差异的知识管理问题。这种差异会对企业的生产效率造成严重影响,原因包括设备被迫停滞不前、最终产品质量急剧下降、无法满足生产发货给消费者的时间限制等。为了消除差异,需要快速确定对生产质量产生负面影响的主要因素。每种产品都有一组因子。处理与问题、问题的因素和消除方法有关的大量信息的主要方法是专家的经验。由于人为因素,这种方法是不可靠的,不能被认为是所考虑问题的有效解决方案。文章给出了基于先例(用例)的知识库结构作为决策。先例表示信息块,包括一个基本情况和与之相对应的决策。所提供的结构是建立在Isikava图表的层次结构上的,Isikava图表是一种流行的质量控制工具,并列出了产品。对于基础先例的填充,提出了一种数据聚类的CLOPE算法。研究结果包括:知识库的三层结构、先例模型、知识库中添加新先例和搜索先例的过程模型、先例聚类算法。结果表明,初步聚类可以大大减少搜索时间。这种方法可用于生产的技术准备阶段
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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