Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology

Due to the influence of factors such as environment, materials and so on in the ceramic production process, different levels and different kinds of defects such as crack, fall slag, deformation, roast flower sticky glaze and so on appeared on ceramic products. In this case, the artificial discerning...

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Main Authors: Zhu Yong-Hong, Li Liang-Ying, Wang Jun-Xiang, Wang Dong
Format: Article
Language:English
Published: EDP Sciences 2017-01-01
Series:ITM Web of Conferences
Online Access:https://doi.org/10.1051/itmconf/20171203014
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spelling doaj-9702ff6dcb844e558fa6fd8aa62d29472021-02-02T07:50:06ZengEDP SciencesITM Web of Conferences2271-20972017-01-01120301410.1051/itmconf/20171203014itmconf_ita2017_03014Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent TechnologyZhu Yong-HongLi Liang-YingWang Jun-XiangWang DongDue to the influence of factors such as environment, materials and so on in the ceramic production process, different levels and different kinds of defects such as crack, fall slag, deformation, roast flower sticky glaze and so on appeared on ceramic products. In this case, the artificial discerning and classification efficiency is very low. In order to improve ceramic products quality classification efficiency and intelligent level, a kind of method of applying multi-agent technology to ceramic products quality grade classification is presented, and the ceramic classification system structure and function implementation scheme based on multi-agent technology are also given in the paper. At the same time, Kalman filtering algorithm and C4.5 classification algorithm is effectively fused to process data by the multi-agent. In the end, an application example is given. Through applying the method proposed to the sampling daily-use porcelain classification, the result shows that the method proposed is effective and feasible in the daily-use porcelain classification. This will provide a new approach and new idea for the application of multi-agent technology to the ceramics field.https://doi.org/10.1051/itmconf/20171203014
collection DOAJ
language English
format Article
sources DOAJ
author Zhu Yong-Hong
Li Liang-Ying
Wang Jun-Xiang
Wang Dong
spellingShingle Zhu Yong-Hong
Li Liang-Ying
Wang Jun-Xiang
Wang Dong
Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
ITM Web of Conferences
author_facet Zhu Yong-Hong
Li Liang-Ying
Wang Jun-Xiang
Wang Dong
author_sort Zhu Yong-Hong
title Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
title_short Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
title_full Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
title_fullStr Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
title_full_unstemmed Research on Quality Grade Classification Method of Daily-use Porcelain Based on Multi-agent Technology
title_sort research on quality grade classification method of daily-use porcelain based on multi-agent technology
publisher EDP Sciences
series ITM Web of Conferences
issn 2271-2097
publishDate 2017-01-01
description Due to the influence of factors such as environment, materials and so on in the ceramic production process, different levels and different kinds of defects such as crack, fall slag, deformation, roast flower sticky glaze and so on appeared on ceramic products. In this case, the artificial discerning and classification efficiency is very low. In order to improve ceramic products quality classification efficiency and intelligent level, a kind of method of applying multi-agent technology to ceramic products quality grade classification is presented, and the ceramic classification system structure and function implementation scheme based on multi-agent technology are also given in the paper. At the same time, Kalman filtering algorithm and C4.5 classification algorithm is effectively fused to process data by the multi-agent. In the end, an application example is given. Through applying the method proposed to the sampling daily-use porcelain classification, the result shows that the method proposed is effective and feasible in the daily-use porcelain classification. This will provide a new approach and new idea for the application of multi-agent technology to the ceramics field.
url https://doi.org/10.1051/itmconf/20171203014
work_keys_str_mv AT zhuyonghong researchonqualitygradeclassificationmethodofdailyuseporcelainbasedonmultiagenttechnology
AT liliangying researchonqualitygradeclassificationmethodofdailyuseporcelainbasedonmultiagenttechnology
AT wangjunxiang researchonqualitygradeclassificationmethodofdailyuseporcelainbasedonmultiagenttechnology
AT wangdong researchonqualitygradeclassificationmethodofdailyuseporcelainbasedonmultiagenttechnology
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