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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jia Ren Chaoyang Ma Hongye Su Jian Chu |
| Copyright Year | 2006 |
| Description | Author affiliation: Nat. Lab. of Ind. Control Technol., Zhejiang Univ., Hangzhou (Jia Ren; Chaoyang Ma; Hongye Su; Jian Chu) |
| Abstract | Eluxyl process is a simulated moving bed process. It achieves PX (paraxylene) separation from its other aromatic isomers. One year's historical data of Eluxyl process were studied, and data mining methods were introduced to extract useful operation information from them. Three main data mining procedures were discussed. Data preprocessing was discussed first. Then PCA (principal components analysis) and K-means clustering technology were introduced and applied to discover different operational conditions in different loads. Finally fuzzy classification based on associations (FCBA) algorithm was used to discover the main reasons that lead to performance fluctuations and the rules denoting the typical operations |
| Starting Page | 7697 |
| Ending Page | 7701 |
| File Size | 164525 |
| Page Count | 5 |
| File Format | |
| ISBN | 1424403324 |
| DOI | 10.1109/WCICA.2006.1713465 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2006-06-21 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Data mining Data preprocessing Principal component analysis Feeds Clustering algorithms Fluctuations Chaos Laboratories Industrial control Process control Fuzzy classification based on associations (FCBA) Data Mining Eluxyl process |
| Content Type | Text |
| Resource Type | Article |
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