Preparation and Cluster Analysis of Data from the Industrial Production Process for Failure Prediction

Author:

Németh Martin1,Michaľčonok German1

Affiliation:

1. Institute of Applied Informatics, Automation and Mechatronics, Faculty of Materials Science and Technology in Trnava, Slovak University of Technology in Bratislava, Ulica Jána Bottu 2781/25, 917 24 Trnava, Slovak Republic

Abstract

Abstract This article is devoted to the initial phase of data analysis of failure data from process control systems. Failure data can be used for example to detect weak spots in a production process, but also for failure prediction. To achieve these goals data mining techniques can be used. In this article, we propose a method to prepare and transform failure data from process control systems for application of data mining algorithms, especially cluster analysis.

Publisher

Walter de Gruyter GmbH

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Mathematical modeling of production process using cluster analysis methods;Journal of Physics: Conference Series;2021-12-01

2. Intelligent clustering analysis model for mining area mineral resource prediction;Journal of Intelligent & Fuzzy Systems;2019-10-09

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