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Monitoring of Multimode Processes Based on Subspace Decomposition
Li S(李帅); Zhou XF(周晓锋); Shi HB(史海波); Qiao, Zhi; Zheng ZY(郑泽宇)
作者部门数字工厂研究室
发表期刊INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH
ISSN0888-5885
2015
卷号54期号:15页码:3855-3864
收录类别SCI ; EI
EI收录号20151800801625
WOS记录号WOS:000353929300014
产权排序1
资助机构National High Technology Research and Development Program of China [2013AA040705-1]
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.
语种英语
WOS标题词Science & Technology ; Technology
WOS类目Engineering, Chemical
关键词[WOS]PRINCIPAL-COMPONENT ANALYSIS ; PARTIAL LEAST-SQUARES ; FAULT-DIAGNOSIS ; MODE-IDENTIFICATION ; PROJECTION ; CHARTS ; PCA
WOS研究方向Engineering
引用统计
被引频次:5[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/16124
专题数字工厂研究室
通讯作者Li S(李帅)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
2.Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, China
3.NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, Singapore
4.Department of Physics and Centre for Computational Science and Engineering, National University of Singapore, Singapore, Singapore
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.
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