Monitoring of Multimode Processes Based on Subspace Decomposition
文献类型：期刊论文
| 作者 | Li S(李帅) ; Zhou XF(周晓锋); Shi HB(史海波); Qiao, Zhi; Zheng ZY(郑泽宇)
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| 刊名 | INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH
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| 出版日期 | 2015 |
| 卷号 | 54期号:15页码:3855-3864 |
| ISSN号 | 0888-5885 |
| 产权排序 | 1 |
| 通讯作者 | 李帅 |
| 中文摘要 | This paper presents a new monitoring method for multimode processes based on subspace decomposition. In the proposed method, the influence of quality variables and multimode information are Considered in multimode processes modeling, which is crucially important to ensure industrial production safety and quality stabilization. Process data are decomposed into the global common subspace and the local specific subspace and monitoring is performed in each subspace to simplify the model structure. Two experiments: penicillin fermentation processes and practical foods industrial production processes, have been used to demonstrate the excellent performance of the proposed method. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Chemical |
| 研究领域[WOS] | Engineering |
| 关键词[WOS] | PRINCIPAL-COMPONENT ANALYSIS ; PARTIAL LEAST-SQUARES ; FAULT-DIAGNOSIS ; MODE-IDENTIFICATION ; PROJECTION ; CHARTS ; PCA |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000353929300014 |
| 源URL | [http://ir.sia.ac.cn/handle/173321/16124]  |
| 专题 | 沈阳自动化研究所_数字工厂研究室 |
| 推荐引用方式 GB/T 7714 | Li S,Zhou XF,Shi HB,et al. Monitoring of Multimode Processes Based on Subspace Decomposition[J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH,2015,54(15):3855-3864. |
| APA | Li S,Zhou XF,Shi HB,Qiao, Zhi,&Zheng ZY.(2015).Monitoring of Multimode Processes Based on Subspace Decomposition.INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH,54(15),3855-3864. |
| MLA | Li S,et al."Monitoring of Multimode Processes Based on Subspace Decomposition".INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH 54.15(2015):3855-3864. |
入库方式： OAI收割
来源：沈阳自动化研究所
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