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数据驱动的工业过程故障检测与隔离方法研究
学位论文
工学博士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2022
Authors:
任泽林
Adobe PDF(4468Kb)
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View/Download:125/6
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Submit date:2022/06/13
数据驱动
非线性工业过程
故障检测
故障隔离
质量相关
Quality-Related Fault Diagnosis Based on k-Nearest Neighbor Rule for Non-Linear Industrial Processes
期刊论文
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2021, 卷号: 17, 期号: 11, 页码: 1-14
Authors:
Ren, Zelin
;
Tang, Yongqiang
;
Zhang, Wensheng
Adobe PDF(1256Kb)
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View/Download:98/5
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Submit date:2021/12/28
fault detection
fault diagnosis
quality-related
non-linear industrial process
k-nearest neighbor rule
A Deep Nonnegative Matrix Factorization Approach via Autoencoder for Nonlinear Fault Detection
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 卷号: 16, 期号: 8, 页码: 5042-5052
Authors:
Ren, Zelin
;
Zhang, Wensheng
;
Zhang, Zhizhong
Adobe PDF(2122Kb)
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Submit date:2020/07/06
data-driven fault detection
deep autoencoder
nonlinear industrial process
nonnegative matrix factorization (NMF)