Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration

With the advancement of digital manufacturing technology, data-driven quality management is getting more and more attention, and it is developing rapidly under the impetus of technology and management. Quality data are growing exponentially with the help of increasingly interconnected devices and Io...

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Autores principales:	Cui-Bin Ji, Gui-Jiang Duan, Jun-Yan Zhou, Wei-Jie Xuan
Formato:	article
Lenguaje:	EN
Publicado:	Hindawi-Wiley 2021
Materias:	Electronic computers. Computer science QA75.5-76.95
Acceso en línea:	https://doaj.org/article/97162b967faa461ea578225bdff5c06f
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id	oai:doaj.org-article:97162b967faa461ea578225bdff5c06f
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spelling	oai:doaj.org-article:97162b967faa461ea578225bdff5c06f2021-11-08T02:36:06ZEquipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration1099-052610.1155/2021/5943184https://doaj.org/article/97162b967faa461ea578225bdff5c06f2021-01-01T00:00:00Zhttp://dx.doi.org/10.1155/2021/5943184https://doaj.org/toc/1099-0526With the advancement of digital manufacturing technology, data-driven quality management is getting more and more attention, and it is developing rapidly under the impetus of technology and management. Quality data are growing exponentially with the help of increasingly interconnected devices and IoT (Internet of Things technologies). Aiming at the problems of insufficient quality data acquisition and poor data quality of complex equipment, the research on quality data integration and cleaning based on digital total quality management is carried out. The data integration architecture of complex equipment quality based on multiterminal collaboration is constructed. The architecture integrates a variety of integration methods and standards, such as XML, OPC-UA, and QIF protocol. Then, to unify the data view, a cleaning method of complex equipment quality data based on the combination of edit distance and longest common subsequence similarity calculation is proposed, and its effectiveness is verified. It provides the basis for the design of the digital total quality management system of complex equipment.Cui-Bin JiGui-Jiang DuanJun-Yan ZhouWei-Jie XuanHindawi-WileyarticleElectronic computers. Computer scienceQA75.5-76.95ENComplexity, Vol 2021 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Electronic computers. Computer science QA75.5-76.95
spellingShingle	Electronic computers. Computer science QA75.5-76.95 Cui-Bin Ji Gui-Jiang Duan Jun-Yan Zhou Wei-Jie Xuan Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
description	With the advancement of digital manufacturing technology, data-driven quality management is getting more and more attention, and it is developing rapidly under the impetus of technology and management. Quality data are growing exponentially with the help of increasingly interconnected devices and IoT (Internet of Things technologies). Aiming at the problems of insufficient quality data acquisition and poor data quality of complex equipment, the research on quality data integration and cleaning based on digital total quality management is carried out. The data integration architecture of complex equipment quality based on multiterminal collaboration is constructed. The architecture integrates a variety of integration methods and standards, such as XML, OPC-UA, and QIF protocol. Then, to unify the data view, a cleaning method of complex equipment quality data based on the combination of edit distance and longest common subsequence similarity calculation is proposed, and its effectiveness is verified. It provides the basis for the design of the digital total quality management system of complex equipment.
format	article
author	Cui-Bin Ji Gui-Jiang Duan Jun-Yan Zhou Wei-Jie Xuan
author_facet	Cui-Bin Ji Gui-Jiang Duan Jun-Yan Zhou Wei-Jie Xuan
author_sort	Cui-Bin Ji
title	Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
title_short	Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
title_full	Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
title_fullStr	Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
title_full_unstemmed	Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration
title_sort	equipment quality data integration and cleaning based on multiterminal collaboration
publisher	Hindawi-Wiley
publishDate	2021
url	https://doaj.org/article/97162b967faa461ea578225bdff5c06f
work_keys_str_mv	AT cuibinji equipmentqualitydataintegrationandcleaningbasedonmultiterminalcollaboration AT guijiangduan equipmentqualitydataintegrationandcleaningbasedonmultiterminalcollaboration AT junyanzhou equipmentqualitydataintegrationandcleaningbasedonmultiterminalcollaboration AT weijiexuan equipmentqualitydataintegrationandcleaningbasedonmultiterminalcollaboration
_version_	1718443210366255104

Equipment Quality Data Integration and Cleaning Based on Multiterminal Collaboration

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