Citations (93)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (14)
Bianca M. Colosimo, L. Allison Jones-Farmer, Fadel M. Megahed, Kamran Paynabar, Chitta Ranjan & William H. Woodall. (2024) Statistical Process Monitoring from Industry 2.0 to Industry 4.0: Insights into Research and Practice. Technometrics 0:0, pages 1-24.
Read now
Read now
Zezhong Wang & Inez Maria Zwetsloot. (2024) A change-point–based control chart for detecting sparse mean changes in high-dimensional heteroscedastic data. Journal of Quality Technology 56:1, pages 56-70.
Read now
Read now
Yujie Zhao, Xiaoming Huo & Yajun Mei. (2023) Hot-spots detection in count data by Poisson assisted smooth sparse tensor decomposition. Journal of Applied Statistics 50:14, pages 2999-3029.
Read now
Read now
Scott D. Grimshaw. (2023) Constructing control charts for autocorrelated data using an exhaustive systematic samples pooled variance estimator. Journal of Quality Technology 55:3, pages 349-365.
Read now
Read now
Miaomiao Yu, Chunjie Wu & Fugee Tsung. (2022) Change detection in parametric multivariate dynamic data streams using the ARMAX-GARCH model. Journal of Quality Technology 54:3, pages 303-323.
Read now
Read now
Yujie Zhao, Hao Yan, Sarah Holte & Yajun Mei. (2022) Rapid detection of hot-spots via tensor decomposition with applications to crime rate data. Journal of Applied Statistics 49:7, pages 1636-1662.
Read now
Read now
Samaneh Ebrahimi, Chitta Ranjan & Kamran Paynabar. (2022) Monitoring and root-cause diagnostics of high-dimensional data streams. Journal of Quality Technology 54:1, pages 20-43.
Read now
Read now
Jinyu Fan, Lianjie Shu, Aijun Yang & Yanting Li. (2021) Phase I analysis of high-dimensional covariance matrices based on sparse leading eigenvalues. Journal of Quality Technology 53:4, pages 333-346.
Read now
Read now
Flavia Dalia Frumosu, Georg Ørnskov Rønsch & Murat Kulahci. (2020) Mould wear-out prediction in the plastic injection moulding industry: a case study. International Journal of Computer Integrated Manufacturing 33:12, pages 1245-1258.
Read now
Read now
Murat Kulahci, Flavia Dalia Frumosu, Abdul Rauf Khan, Georg Ørnskov Rønsch & Max Peter Spooner. (2020) Experiences with big data: Accounts from a data scientist’s perspective. Quality Engineering 32:4, pages 529-542.
Read now
Read now
Bianca M. Colosimo & Marco Grasso. (2018) Spatially weighted PCA for monitoring video image data with application to additive manufacturing. Journal of Quality Technology 50:4, pages 391-417.
Read now
Read now
Abdallah Chehade, Changyue Song, Kaibo Liu, Abhinav Saxena & Xi Zhang. (2018) A data-level fusion approach for degradation modeling and prognostic analysis under multiple failure modes. Journal of Quality Technology 50:2, pages 150-165.
Read now
Read now
Xuan Huang & Davit Khachatryan. (2018) Dimension reduction for a multivariate time series process of a regenerative glass furnace. Journal of Quality Technology 50:1, pages 98-116.
Read now
Read now
Bart De Ketelaere, Tiago Rato, Eric Schmitt & Mia Hubert. (2016) Statistical process monitoring of time-dependent data. Quality Engineering 28:1, pages 127-142.
Read now
Read now
Articles from other publishers (79)
Xiulin Xie, Nicole Qian & Peihua Qiu. (2024) Online monitoring of air quality using PCA-based sequential learning. The Annals of Applied Statistics 18:1.
Crossref
Crossref
Moacyr N. Borges Filho, Thalles Mello, Claudia M. Scheid, Luis A. Calçada, A. T. Waldmann, André Leibsohn Martins & José C. Pinto. (2023) The Monitoring of Abnormal Fluid Properties Based on PCA Technique as an Alternative Strategy to Support Autonomous Drilling Operations. SPE Journal 29:02, pages 742-763.
Crossref
Crossref
Han Zhou, Ping Yan, Liguo Zhang, Jie Pei & Qin Huang. (2024) Online unsupervised monitoring for hob wear based on multi-domain vibration features extraction and improved Q-statistic control chart. Measurement 226, pages 114076.
Crossref
Crossref
Afrânio Melo, Maurício Melo Câmara & José Carlos Pinto. (2024) Data-Driven Process Monitoring and Fault Diagnosis: A Comprehensive Survey. Processes 12:2, pages 251.
Crossref
Crossref
Xiangyu Kong, Jiayu Luo & Xiaowei FengXiangyu Kong, Jiayu Luo & Xiaowei Feng. 2024. Process Monitoring and Fault Diagnosis Based on Multivariable Statistical Analysis. Process Monitoring and Fault Diagnosis Based on Multivariable Statistical Analysis
27
52
.
Liming Liu & Li Wang. (2023) Research on Nonlinear Process Fault Detection Based on Generative LLE and SVDD. Research on Nonlinear Process Fault Detection Based on Generative LLE and SVDD.
Henrik M Bette, Michael Schreckenberg & Thomas Guhr. (2023) Sensitivity of principal components to system changes in the presence of non-stationarity. Journal of Statistical Mechanics: Theory and Experiment 2023:10, pages 103402.
Crossref
Crossref
Daniel Marín, Joshua Llano-Viles, Zouhair Haddi, Alexandre Perera-Lluna & Jordi Fonollosa. (2023) Home monitoring for older singles: A gas sensor array system. Sensors and Actuators B: Chemical 393, pages 134036.
Crossref
Crossref
Zezhong Wang, Rob Goedhart & Inez Maria Zwetsloot. (2023) Monitoring high-dimensional heteroscedastic processes using rank-based EWMA methods. Computers & Industrial Engineering 184, pages 109544.
Crossref
Crossref
Sun-Woo Lee, Hoi-Jeong Lim & Bo-Gyun Choi. (2023) Location Optimization of Emergency Bell Based on Coverage Analysis for Crime Prevention. Applied Sciences 13:19, pages 10686.
Crossref
Crossref
Valeria Fonseca Diaz, Ben Aernouts, Els Bobelyn, Bart Nicolai & Wouter Saeys. (2023) Monitoring of multivariate calibration models in the absence of new reference values: The regression case. Chemometrics and Intelligent Laboratory Systems 240, pages 104884.
Crossref
Crossref
Kaida Huo, Dexian Huang & Chao Shang. (2023) A novel white component analysis for dynamic process monitoring. Journal of Process Control 127, pages 102998.
Crossref
Crossref
D. Garcia-Alvarez, A. Bregon, B. Pulido & C.J. Alonso-Gonzalez. (2023) Integrating PCA and structural model decomposition to improve fault monitoring and diagnosis with varying operation points. Engineering Applications of Artificial Intelligence 122, pages 106145.
Crossref
Crossref
Tien Dung Pham, Chaitanya Manapragada, Yuan Sun, Robert Bassett & Uwe Aickelin. (2023) A scoping review of supervised learning modelling and data-driven optimisation in monoclonal antibody process development. Digital Chemical Engineering 7, pages 100080.
Crossref
Crossref
Anan Tang, Amitava Mukherjee & Ximing Wang. (2023) Distribution-free Phase-II monitoring of high-dimensional industrial processes via origin and modified interpoint distance based algorithms. Computers & Industrial Engineering 179, pages 109161.
Crossref
Crossref
Piroska Tóth, Bálint Levente Tarcsay, Zsófia Kovács, Dan Traian Ionescu, Sándor Németh & Endre Domokos. (2023) Assessment of the correlation between the nutrient load from migratory bird excrement and water quality by principal component analysis in a freshwater habitat. Environmental Science and Pollution Research.
Crossref
Crossref
Hossein Babajanian Bisheh & Gholamreza Ghodrati Amiri. (2023) Structural damage detection based on variational mode decomposition and kernel PCA-based support vector machine. Engineering Structures 278, pages 115565.
Crossref
Crossref
Yacine Aribi, Saliha Boutora, Pr. Razika Boushaki Zamoum, Hafid Menasria, Abdelkader Abdellaoui & Pr. Abdellah Kouzou. (2023) Turbofan Engine RUL Prediction using ICA and Machine Learning Algorithms. Turbofan Engine RUL Prediction using ICA and Machine Learning Algorithms.
Saliha Boutora, Yacine Aribi, Pr. Razika Boushaki Zamoum, Hafid Menasria, Abdelkader Abdellaoui & Pr. Abdellah Kouzou. (2023) Remaining Useful Life Prediction in Turbofan Engines: PCA and Machine Learing Approach. Remaining Useful Life Prediction in Turbofan Engines: PCA and Machine Learing Approach.
Jyoti Rani, Abyansh Akarsh Roy, Hariprasad Kodamana & Prakash Kumar Tamboli. (2023) Fault detection of pressurized heavy water nuclear reactors with steady state and dynamic characteristics using data-driven techniques. Progress in Nuclear Energy 156, pages 104516.
Crossref
Crossref
Yeni Li, Hany S. Abdel-Khalik, Ahmad Al Rashdan & Jacob Farber. (2023) Feature extraction for subtle anomaly detection using semi-supervised learning. Annals of Nuclear Energy 181, pages 109503.
Crossref
Crossref
Lukasz Scislo. (2023) Single-Point and Surface Quality Assessment Algorithm in Continuous Production with the Use of 3D Laser Doppler Scanning Vibrometry System. Sensors 23:3, pages 1263.
Crossref
Crossref
Jinchuan Qian, Zhihuan Song, Yuan Yao, Zheren Zhu & Xinmin Zhang. (2022) A review on autoencoder based representation learning for fault detection and diagnosis in industrial processes. Chemometrics and Intelligent Laboratory Systems 231, pages 104711.
Crossref
Crossref
Jian Li, Dong Ding & Fugee Tsung. (2022) Directional PCA for Fast Detection and Accurate Diagnosis: A Unified Framework. IEEE Transactions on Cybernetics 52:11, pages 11362-11372.
Crossref
Crossref
Xiaowei Feng, Xiangyu Kong, Chuan He & Jiayu Luo. (2022) High-dimensional, slow-time-varying process monitoring technique based on adaptive eigen subspace extraction method. Journal of Process Control 117, pages 122-131.
Crossref
Crossref
Mohammed Al-Dhaheri, Ping Zhang & Dina Mikhaylenko. (2022) Detection of Cyber Attacks on a Water Treatment Process. IFAC-PapersOnLine 55:6, pages 667-672.
Crossref
Crossref
Tobias Osswald, Ana Patrícia Fernandes, Ana Isabel Miranda & Sónia Gouveia. 2022. Pattern Recognition and Image Analysis. Pattern Recognition and Image Analysis
680
692
.
Jingxin Zhang, Donghua Zhou & Maoyin Chen. (2021) Sparse DiPCA for dynamic process monitoring. Sparse DiPCA for dynamic process monitoring.
Abeer A. Zaki, Nesma A. Saleh & Mahmoud A. Mahmoud. (2021) Assessing the use of the moving window approaches when monitoring social networks using a degree corrected stochastic block model. Review of Economics and Political Science 6:4, pages 311-327.
Crossref
Crossref
Artur M. Schweidtmann, Erik Esche, Asja Fischer, Marius Kloft, Jens‐Uwe Repke, Sebastian Sager & Alexander Mitsos. (2021) Machine Learning in Chemical Engineering: A Perspective. Chemie Ingenieur Technik 93:12, pages 2029-2039.
Crossref
Crossref
Arthur Henrique de Andrade Melani, Miguel Angelo de Carvalho Michalski, Renan Favarão da Silva & Gilberto Francisco Martha de Souza. (2021) A framework to automate fault detection and diagnosis based on moving window principal component analysis and Bayesian network. Reliability Engineering & System Safety 215, pages 107837.
Crossref
Crossref
Yuval Cohen & Gonen Singer. (2021) A smart process controller framework for Industry 4.0 settings. Journal of Intelligent Manufacturing 32:7, pages 1975-1995.
Crossref
Crossref
Loubna El Fattahi & El Hassan Sbai. (2021) Fault Detection and Identification for Nonlinear Process Based on Inertia-Based KEPCA and a New Combined Monitoring Index. Journal of Electrical and Computer Engineering 2021, pages 1-10.
Crossref
Crossref
Elliot Sivel, Benjamin Planque, Ulf Lindstrøm & Nigel G. Yoccoz. (2021) Multiple configurations and fluctuating trophic control in the Barents Sea food-web. PLOS ONE 16:7, pages e0254015.
Crossref
Crossref
Gonen Singer & Yuval Cohen. (2021) A framework for smart control using machine-learning modeling for processes with closed-loop control in Industry 4.0. Engineering Applications of Artificial Intelligence 102, pages 104236.
Crossref
Crossref
Sagi Rathna Prasad & AS Sekhar. (2020) Detection and localization of fatigue-induced transverse crack in a rotor shaft using principal component analysis. Structural Health Monitoring 20:2, pages 513-531.
Crossref
Crossref
Michael Schmid, Hans-Georg Kneidinger & Christian Endisch. (2021) Data-Driven Fault Diagnosis in Battery Systems Through Cross-Cell Monitoring. IEEE Sensors Journal 21:2, pages 1829-1837.
Crossref
Crossref
Yujie Zhao, Hao Yan, Sarah E. Holte, Roxanne P. Kerani & Yajun Mei. 2021. Frontiers in Statistical Quality Control 13. Frontiers in Statistical Quality Control 13
265
286
.
Xiaoxia Liang, Fang Duan, Ian Bennett & David Mba. (2020) A Comprehensive Health Indicator Integrated by the Dynamic Risk Profile from Condition Monitoring Data and the Function of Financial Losses. Energies 14:1, pages 28.
Crossref
Crossref
Nastaran Hajarian, Farzad Movahedi Sobhani & Seyed Jafar Sadjadi. (2020) An improved approach for fault detection by simultaneous overcoming of high-dimensionality, autocorrelation, and time-variability. PLOS ONE 15:12, pages e0243146.
Crossref
Crossref
Y.Y.S. Henry, C. Aldrich & H. Zabiri. (2020) Detection and severity identification of control valve stiction in industrial loops using integrated partially retrained CNN-PCA frameworks. Chemometrics and Intelligent Laboratory Systems 206, pages 104143.
Crossref
Crossref
David Garcia-Sanchez, Ana Fernandez-Navamuel, Diego Zamora Sánchez, Daniel Alvear & David Pardo. (2020) Bearing assessment tool for longitudinal bridge performance. Journal of Civil Structural Health Monitoring 10:5, pages 1023-1036.
Crossref
Crossref
Weike Sun, Antonio R.C. Paiva, Peng Xu, Anantha Sundaram & Richard D. Braatz. (2020) Fault detection and identification using Bayesian recurrent neural networks. Computers & Chemical Engineering 141, pages 106991.
Crossref
Crossref
Xiaoxia Liang, Fang Duan, Ian Bennett & David Mba. (2020) A Sparse Autoencoder-Based Unsupervised Scheme for Pump Fault Detection and Isolation. Applied Sciences 10:19, pages 6789.
Crossref
Crossref
Zhichao Li & Xuefeng Yan. (2020) Performance-driven ensemble ICA chemical process monitoring based on fault-relevant models. Soft Computing 24:16, pages 12289-12302.
Crossref
Crossref
Wo Jae Lee, Gamini P. Mendis, Matthew J. Triebe & John W. Sutherland. (2019) Monitoring of a machining process using kernel principal component analysis and kernel density estimation. Journal of Intelligent Manufacturing 31:5, pages 1175-1189.
Crossref
Crossref
Yiwei Fan & Xiaoling Lu. (2020) An online Bayesian approach to change-point detection for categorical data. Knowledge-Based Systems 196, pages 105792.
Crossref
Crossref
Ankur Kumar, Apratim Bhattacharya & Jesus Flores-Cerrillo. (2020) Data-driven process monitoring and fault analysis of reformer units in hydrogen plants: Industrial application and perspectives. Computers & Chemical Engineering 136, pages 106756.
Crossref
Crossref
Wai Lok Woo, B. H.D. Koh, Bin Gao, E. O. Nwoye, Bo Wei & S. S. Dlay. (2020) Early Warning of Health Condition and Visual Analytics for Multivariable Vital Signs. Early Warning of Health Condition and Visual Analytics for Multivariable Vital Signs.
Liliana Santacruz, Diana X. Hurtado, Roisin Doohan, Olivier P. Thomas, Mónica Puyana & Edisson Tello. (2020) Metabolomic study of soft corals from the Colombian Caribbean: PSYCHE and 1H-NMR comparative analysis. Scientific Reports 10:1.
Crossref
Crossref
Edison Banguero, Antonio Correcher, Ángel Pérez-Navarro, Emilio García & Andrés Aristizabal. (2020) Diagnosis of a battery energy storage system based on principal component analysis. Renewable Energy 146, pages 2438-2449.
Crossref
Crossref
Byung Gun Joung, Wo Jae Lee, Aihua Huang & John W. Sutherland. (2020) Development and Application of a Method for Real Time Motor Fault Detection. Procedia Manufacturing 49, pages 94-98.
Crossref
Crossref
Benoît Igne, Christian Airiau, Sameer Talwar & Elyse Towns. 2020. Comprehensive Chemometrics. Comprehensive Chemometrics
33
68
.
Nedret Billor & Asuman S. Turkmen. 2020. Women in Industrial and Systems Engineering. Women in Industrial and Systems Engineering
27
48
.
Feifan Cheng, Q. Peter He & Jinsong Zhao. (2019) A novel process monitoring approach based on variational recurrent autoencoder. Computers & Chemical Engineering 129, pages 106515.
Crossref
Crossref
Zhichao Li & Xuefeng Yan. (2019) Ensemble model of wastewater treatment plant based on rich diversity of principal component determining by genetic algorithm for status monitoring. Control Engineering Practice 88, pages 38-51.
Crossref
Crossref
Flavia D. Frumosu & Murat Kulahci. (2019) Outliers detection using an iterative strategy for semi‐supervised learning. Quality and Reliability Engineering International 35:5, pages 1408-1423.
Crossref
Crossref
Uliana Osipenko & Leon Rusinov. (2019) Real‐time diagnostics of the olefin production process. Journal of Chemometrics 33:6.
Crossref
Crossref
Yuanling Lin, Uwe Kruger, Fengshou Gu, Andrew Ball & Qian Chen. (2019) Monitoring Nonstationary Processes Using Stationary Subspace Analysis and Fractional Integration Order Estimation. Industrial & Engineering Chemistry Research 58:16, pages 6486-6504.
Crossref
Crossref
Panagiotis Loukopoulos, George Zolkiewski, Ian Bennett, Suresh Sampath, Pericles Pilidis, X. Li & David Mba. (2019) Abrupt fault remaining useful life estimation using measurements from a reciprocating compressor valve failure. Mechanical Systems and Signal Processing 121, pages 359-372.
Crossref
Crossref
Panagiotis Loukopoulos, George Zolkiewski, Ian Bennett, Suresh Sampath, Pericles Pilidis, Fang Duan, Tariq Sattar & David Mba. (2019) Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements. Applied Acoustics 147, pages 77-86.
Crossref
Crossref
Niels Nicolaï, Ingmar Nopens, Maxim Verstraeten & Thomas De Beer. 2019. Chemical Engineering in the Pharmaceutical Industry. Chemical Engineering in the Pharmaceutical Industry
561
584
.
Goran Andonovski, Sašo Blažič & Igor Škrjanc. 2019. Predictive Maintenance in Dynamic Systems. Predictive Maintenance in Dynamic Systems
269
285
.
Olgierd Hryniewicz & Katarzyna Kaczmarek-Majer. 2019. Soft Modeling in Industrial Manufacturing. Soft Modeling in Industrial Manufacturing
149
170
.
Martin Tveten. (2019) Which principal components are most sensitive in the change detection problem?. Stat 8:1.
Crossref
Crossref
Mustapha Ammiche, Abdelmalek Kouadri & Azzeddine Bakdi. (2018) A combined monitoring scheme with fuzzy logic filter for plant-wide Tennessee Eastman Process fault detection. Chemical Engineering Science 187, pages 269-279.
Crossref
Crossref
Seung-Seop Jin & Hyung-Jo Jung. (2017) Vibration-based damage detection using online learning algorithm for output-only structural health monitoring. Structural Health Monitoring 17:4, pages 727-746.
Crossref
Crossref
Goran Andonovski, Saso Blazic & Igor Skrjanc. (2018) Partial cloud-based evolving method for fault detection of HVAC system. Partial cloud-based evolving method for fault detection of HVAC system.
Zhichao Li & Xuefeng Yan. (2018) Adaptive Selective Ensemble-Independent Component Analysis Models for Process Monitoring. Industrial & Engineering Chemistry Research 57:24, pages 8240-8252.
Crossref
Crossref
Zhichao Li & Xuefeng Yan. (2018) Ensemble learning model based on selected diverse principal component analysis models for process monitoring. Journal of Chemometrics 32:6.
Crossref
Crossref
Olgierd Hryniewicz & Katarzyna Kaczmarek-Majer. 2018. Frontiers in Statistical Quality Control 12. Frontiers in Statistical Quality Control 12
233
255
.
Alessandra Taris, Thomas B. Hansen, Ben-Guang Rong, Massimiliano Grosso & Haiyan Qu. (2017) Detection of Nucleation during Cooling Crystallization through Moving Window PCA Applied to in Situ Infrared Data. Organic Process Research & Development 21:7, pages 966-975.
Crossref
Crossref
Alexander Rehmer & Andreas Kroll. (2017) An extension to RPCA parameter selection and process monitoring * *This work was partially funded by the German Ministry of Education and Research (BMBF Grant No. 01IS14006D). IFAC-PapersOnLine 50:1, pages 14764-14769.
Crossref
Crossref
MATHEW JUBY & VIJAYAKUMAR R.. (2017) PRINCIPAL COMPONENT ANALYSIS FOR DISEASE DIAGNOSIS. i-manager's Journal on Information Technology 6:2, pages 1.
Crossref
Crossref
Zhiqiang Ge, Zhihuan Song, Steven X. Ding & Biao Huang. (2017) Data Mining and Analytics in the Process Industry: The Role of Machine Learning. IEEE Access 5, pages 20590-20616.
Crossref
Crossref
Yangyang Zang, Kaibo Wang & Ran Jin. (2016) Unaligned Profile Monitoring Using Penalized Methods. Quality and Reliability Engineering International 32:8, pages 2761-2776.
Crossref
Crossref
Zhenzhen He, Yihai He & Yi Wei. (2016) Big data oriented root cause identification approach based on PCA and SVM for product infant failure. Big data oriented root cause identification approach based on PCA and SVM for product infant failure.
Tiago Rato, Marco Reis, Eric Schmitt, Mia Hubert & Bart De Ketelaere. (2016) A systematic comparison of PCA‐based Statistical Process Monitoring methods for high‐dimensional, time‐dependent Processes. AIChE Journal 62:5, pages 1478-1493.
Crossref
Crossref
Eric Schmitt, Tiago Rato, Bart De Ketelaere, Marco Reis & Mia Hubert. (2016) Parameter selection guidelines for adaptive PCA‐based control charts. Journal of Chemometrics 30:4, pages 163-176.
Crossref
Crossref