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Research And Application Of Data Mining In Manufacturing Industry

Posted on:2007-12-06Degree:MasterType:Thesis
Country:ChinaCandidate:Y BaoFull Text:PDF
GTID:2132360182978299Subject:Mechanical Manufacturing and Automation
Abstract/Summary:PDF Full Text Request
Data mining is a technology that aims to analyze and understand large source data and reveal knowledge hidden in the data. It has been viewed as an important evolution in information processing. During the past decade or over, the concepts and technology on data mining have been presented, and some of them have been discussed in higher levels for the last few years. And it becomes the focus of attention that how do use these data to provide service to enterprises efficiently.The data mining in the production process technology and enterprise data characteristics on the basis of full analysis, presented in the field to take full advantage of manufacturing production data mining techniques, the production and processing enterprises optimize processes parameters, such as the testing process for the solution concept and the development of a data mining system platform specific ideas to achieve this. The concrete work completed the following main areas:Firstly, through data mining technology implement course , system person who make up a lot of research and analysis of, reveal the data mining with the difference between the traditional data analysis tools, make to understanding and purpose and meaning their that data mining distinct.Secondly, in solving the problem that the craft parameter is optimized, this paper has put forward a method to perform , which using decision tree and ANN carry on comprehensive. Meanwhile, this kind ofmethod , still in order to demand to ask the optimization grouping problems of a lot of factors to provide a very good thinking of settlement similarly instead by the index.Thirdly, while the research of data mining algorithm until realizing, according to the characteristic of the data of manufacturing industry, to improve the associate algorithm , make it enable effectual analyzing, thus expanded the range of employing the target of associate algorithm.Finally, the research of the data mining system tool, carry on the overall design to the scheme of the whole tool platform according to the target OOP, set up the systematic system structure and function model of the data mining system, building up for the systematic platform of the form of expression with C/S structure, realized the main key algorithm of the module of the data mining system.
Keywords/Search Tags:Data Mining, Manufacturing Industry, Decision Tree, ANN, Web Service
PDF Full Text Request
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