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- Yang Yixin
- College of Mechanical and Transportation Engineering, Hunan University BAIC Motor Co., Ltd. Zhuzhou Branch
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- Gao Jianjun
- BAIC Motor Co., Ltd. Zhuzhou Branch
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- Guo Konghui
- College of Mechanical and Transportation Engineering, Hunan University
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抄録
<p>In this paper, a Hadoop-based big data system for auto body precision is established. The system unifies the elements that affect auto body precision into a big data platform, which is more efficient than traditional management methods. Using big data analysis, we devised algorithms to improve the efficiency and accuracy of body precision monitoring. Furthermore, we developed techniques to analyze complex dimension deviation problems using a correlation analysis method, principal component analysis (PCA), and improved PCA method. We further established failure modes and devised monitoring and diagnosis models based on time series analysis.</p>
収録刊行物
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- Journal of Advanced Computational Intelligence and Intelligent Informatics
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Journal of Advanced Computational Intelligence and Intelligent Informatics 25 (1), 90-100, 2021-01-20
富士技術出版株式会社
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詳細情報 詳細情報について
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- CRID
- 1390849931330360960
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- NII論文ID
- 130007971434
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- NII書誌ID
- AA12042502
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- ISSN
- 18838014
- 13430130
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- NDL書誌ID
- 031224332
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- 本文言語コード
- en
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- データソース種別
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- JaLC
- NDL
- Crossref
- CiNii Articles
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- 抄録ライセンスフラグ
- 使用不可