A survey on multi-source heterogeneous data processing methods in manufacturing process
The effective processing and deep mining analysis of data can provide manufacturers with more effective production scheduling,equipment management and other strategies to affect production yield and efficiency.The processing methods and technologies of multi-source heterogeneous data in the manufact...
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| Main Authors: | , , , , , , |
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| Format: | Article |
| Language: | zho |
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China InfoCom Media Group
2020-09-01
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| Series: | 大数据 |
| Subjects: | |
| Online Access: | http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2020044 |
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| _version_ | 1850214405234491392 |
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| author | Shichao CHEN Chunyu CUI Hua ZHANG Ge MA Fenghua ZHU Xiuqin SHANG Gang XIONG |
| author_facet | Shichao CHEN Chunyu CUI Hua ZHANG Ge MA Fenghua ZHU Xiuqin SHANG Gang XIONG |
| author_sort | Shichao CHEN |
| collection | DOAJ |
| description | The effective processing and deep mining analysis of data can provide manufacturers with more effective production scheduling,equipment management and other strategies to affect production yield and efficiency.The processing methods and technologies of multi-source heterogeneous data in the manufacturing process were systematically reviewed.Firstly,the multi-source heterogeneous data content and classification in the manufacturing process was clarified.Secondly,the data processing methods and techniques applied in various stages of data collection,data integration and data analysis in the multi-source heterogeneous data processing were described.And the advantages and disadvantages of various techniques and their applications were analyzed.Finally,the multi-source heterogeneous data processing methods and techniques in the manufacturing process were summarized.And the challenges and development trends were pointed out. |
| format | Article |
| id | doaj-art-e15ff0ec3098427f92eaf6b2a5b64922 |
| institution | OA Journals |
| issn | 2096-0271 |
| language | zho |
| publishDate | 2020-09-01 |
| publisher | China InfoCom Media Group |
| record_format | Article |
| series | 大数据 |
| spelling | doaj-art-e15ff0ec3098427f92eaf6b2a5b649222025-08-20T02:08:54ZzhoChina InfoCom Media Group大数据2096-02712020-09-0162020044159537043A survey on multi-source heterogeneous data processing methods in manufacturing processShichao CHENChunyu CUIHua ZHANGGe MAFenghua ZHUXiuqin SHANGGang XIONGThe effective processing and deep mining analysis of data can provide manufacturers with more effective production scheduling,equipment management and other strategies to affect production yield and efficiency.The processing methods and technologies of multi-source heterogeneous data in the manufacturing process were systematically reviewed.Firstly,the multi-source heterogeneous data content and classification in the manufacturing process was clarified.Secondly,the data processing methods and techniques applied in various stages of data collection,data integration and data analysis in the multi-source heterogeneous data processing were described.And the advantages and disadvantages of various techniques and their applications were analyzed.Finally,the multi-source heterogeneous data processing methods and techniques in the manufacturing process were summarized.And the challenges and development trends were pointed out.http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2020044data processing;multi-source heterogeneous data;manufacturing |
| spellingShingle | Shichao CHEN Chunyu CUI Hua ZHANG Ge MA Fenghua ZHU Xiuqin SHANG Gang XIONG A survey on multi-source heterogeneous data processing methods in manufacturing process 大数据 data processing;multi-source heterogeneous data;manufacturing |
| title | A survey on multi-source heterogeneous data processing methods in manufacturing process |
| title_full | A survey on multi-source heterogeneous data processing methods in manufacturing process |
| title_fullStr | A survey on multi-source heterogeneous data processing methods in manufacturing process |
| title_full_unstemmed | A survey on multi-source heterogeneous data processing methods in manufacturing process |
| title_short | A survey on multi-source heterogeneous data processing methods in manufacturing process |
| title_sort | survey on multi source heterogeneous data processing methods in manufacturing process |
| topic | data processing;multi-source heterogeneous data;manufacturing |
| url | http://www.j-bigdataresearch.com.cn/thesisDetails#10.11959/j.issn.2096-0271.2020044 |
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