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...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
EDP Sciences
2017-01-01
|
Series: | ITM Web of Conferences |
Online Access: | https://doi.org/10.1051/itmconf/20171203014 |
id |
doaj-9702ff6dcb844e558fa6fd8aa62d2947 |
---|---|
record_format |
Article |
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 |
_version_ |
1724298560262897664 |