Principal-component analysis of multiscale data for process monitoring and fault diagnosis

Seongkyu Yoon; John F. MacGregor

doi:10.1002/aic.10260

Principal-component analysis of multiscale data for process monitoring and fault diagnosis

AIChE Journal ◽

10.1002/aic.10260 ◽

2004 ◽

Vol 50 (11) ◽

pp. 2891-2903 ◽

Cited By ~ 69

Author(s):

Seongkyu Yoon ◽

John F. MacGregor

Keyword(s):

Principal Component Analysis ◽

Fault Diagnosis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis

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A probabilistic principal component analysis-based approach in process monitoring and fault diagnosis with application in wastewater treatment plant

Applied Soft Computing ◽

10.1016/j.asoc.2019.105527 ◽

2019 ◽

Vol 82 ◽

pp. 105527 ◽

Cited By ~ 4

Author(s):

Bei Wang ◽

Zhichao Li ◽

Zhenwen Dai ◽

Neil Lawrence ◽

Xuefeng Yan

Keyword(s):

Principal Component Analysis ◽

Wastewater Treatment ◽

Fault Diagnosis ◽

Process Monitoring ◽

Wastewater Treatment Plant ◽

Treatment Plant ◽

Principal Component ◽

Component Analysis ◽

Probabilistic Principal Component Analysis

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An improved probabilistic principal component analysis approach for process monitoring and fault diagnosis

2016 12th World Congress on Intelligent Control and Automation (WCICA) ◽

10.1109/wcica.2016.7578510 ◽

2016 ◽

Author(s):

Zhengdao Zhang ◽

Bican Peng ◽

Linbo Xie

Keyword(s):

Principal Component Analysis ◽

Fault Diagnosis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Analysis Approach ◽

Probabilistic Principal Component Analysis

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Method based on principal component analysis and support vector machine and its application to process monitoring and fault diagnosis for lead-zinc smelting furnace

10.1109/chicc.2008.4605397 ◽

2008 ◽

Cited By ~ 1

Author(s):

Jiang Shaohua ◽

Gui Weihua ◽

Yang Chunhua ◽

Tang Zhaohui ◽

Jiang Zhaohui

Keyword(s):

Principal Component Analysis ◽

Support Vector Machine ◽

Fault Diagnosis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Support Vector ◽

Smelting Furnace ◽

Zinc Smelting ◽

Lead Zinc

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Fault Diagnosis in Tennessee Eastman Process Using Slow Feature Principal Component Analysis

Recent Innovations in Chemical Engineering (Formerly Recent Patents on Chemical Engineering) ◽

10.2174/2405520408666160808162949 ◽

2016 ◽

Vol 08 (999) ◽

pp. 1-1

Author(s):

Shanmao Gu ◽

Yunlong Liu ◽

Ni Zhang

Keyword(s):

Principal Component Analysis ◽

Fault Diagnosis ◽

Principal Component ◽

Component Analysis ◽

Tennessee Eastman Process

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Non-linear process monitoring using kernel principal component analysis: A review of the basic and modified techniques with industrial applications

Brazilian Journal of Chemical Engineering ◽

10.1007/s43153-021-00125-2 ◽

2021 ◽

Author(s):

Ajaya Kumar Pani

Keyword(s):

Principal Component Analysis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Industrial Applications ◽

Linear Process ◽

Kernel Principal Component Analysis ◽

Non Linear

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Fuzzy Based Nonlinear Principal Component Analysis for Process Monitoring

International Journal of Control Theory and Computer Modeling ◽

10.5121/ijctcm.2012.2301 ◽

2012 ◽

Vol 2 (3) ◽

pp. 1-8

Author(s):

Ahmad Derakhshandeh

Keyword(s):

Principal Component Analysis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Nonlinear Principal Component Analysis

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Online reduced kernel principal component analysis for process monitoring

Journal of Process Control ◽

10.1016/j.jprocont.2017.10.010 ◽

2018 ◽

Vol 61 ◽

pp. 1-11 ◽

Cited By ~ 40

Author(s):

Radhia Fezai ◽

Majdi Mansouri ◽

Okba Taouali ◽

Mohamed Faouzi Harkat ◽

Nasreddine Bouguila

Keyword(s):

Principal Component Analysis ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Kernel Principal Component Analysis

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AHU sensor fault diagnosis using principal component analysis method

Energy and Buildings ◽

10.1016/j.enbuild.2003.10.002 ◽

2004 ◽

Vol 36 (2) ◽

pp. 147-160 ◽

Cited By ~ 120

Author(s):

Shengwei Wang ◽

Fu Xiao

Keyword(s):

Principal Component Analysis ◽

Fault Diagnosis ◽

Principal Component ◽

Component Analysis ◽

Analysis Method ◽

Sensor Fault ◽

Principal Component Analysis Method

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Fault Detection Behavior and Performance Analysis of Principal Component Analysis Based Process Monitoring Methods

Industrial & Engineering Chemistry Research ◽

10.1021/ie0007567 ◽

2002 ◽

Vol 41 (10) ◽

pp. 2455-2464 ◽

Cited By ~ 53

Author(s):

Haiqing Wang ◽

Zhihuan Song ◽

Ping Li

Keyword(s):

Principal Component Analysis ◽

Performance Analysis ◽

Fault Detection ◽

Process Monitoring ◽

Principal Component ◽

Component Analysis ◽

Monitoring Methods ◽

And Performance

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Principal Component Analysis Applied to Process Monitoring of an Industrial Distillation Column

IFAC Proceedings Volumes ◽

10.1016/s1474-6670(17)58618-8 ◽

1996 ◽

Vol 29 (1) ◽

pp. 5859-5864 ◽

Cited By ~ 1

Author(s):

Celia Thomas ◽

Tetsuya Wada ◽

Dale E. Seborg

Keyword(s):

Principal Component Analysis ◽

Process Monitoring ◽

Distillation Column ◽

Principal Component ◽

Component Analysis

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