Prediction of boiler output variables through the PLS linear regression technique. - Abdelmalek Kouadri; Mimoun Zelmat; Alhussein Albarbar (Int. Arab J. Inf. Technol., 2011)

A statistical-based approach for fault detection in a three tank system. - Abdelmalek Kouadri; Abdallah Namoun; Mimoun Zelmat; M. A. Aitouche (Int. J. Syst. Sci., 2013)

An adaptive threshold estimation scheme for abrupt changes detection algorithm in a cement rotary kiln. - Abdelmalek Kouadri; Abderazak Bensmail; Aissa Kheldoun; Larbi Refoufi (J. Comput. Appl. Math., 2014)

Machine Learning based Reduced Kernel PCA for Nonlinear Process Monitoring. - Khaled Dhibi; Radhia Fezai; Majdi Mansouri; Abdelmalek Kouadri; Kais Bouzrara (IINTEC, 2019)

Fault detection in photovoltaic systems using machine learning technique. - Khadija Attouri; Mansour Hajji; Majdi Mansouri; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Hazem N. Nounou; Mohamed N. Nounou (SSD, 2020)

Machine learning approaches for fault detection and diagnosis of induction motors. - Lamia Belguesmi; Mansour Hajji; Majdi Mansouri; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Hazem N. Nounou; Mohamed N. Nounou (SSD, 2020)

Machine Learning based Multiscale Reduced Kernel PCA for Nonlinear Process Monitoring. - Khaled Dhibi; Radhia Fezai; Kais Bouzrara; Majdi Mansouri; Abdelmalek Kouadri; Mohamed Faouzi Harkat (SSD, 2020)

Fault detection of uncertain nonlinear process using interval-valued data-driven approach. - Khaled Dhibi; Radhia Fezai; Kais Bouzrara; Majdi Mansouri; Abdelmalek Kouadri; Mohamed Faouzi Harkat (SSD, 2020)

Fault detection and diagnosis in grid-connected photovoltaic systems. - Amal Hichri; Mansour Hajji; Majdi Mansouri; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Hazem N. Nounou; Mohamed N. Nounou (SSD, 2020)

Efficient fault detection and diagnosis of wind energy converter systems. - Zahra Yahyaoui; Mansour Hajji; Majdi Mansouri; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Hazem N. Nounou; Mohamed N. Nounou (SSD, 2020)

Reliable Fault Detection and Diagnosis of Large-Scale Nonlinear Uncertain Systems Using Interval Reduced Kernel PLS. - Radhia Fezai; Kamaleldin Abodayeh; Majdi Mansouri; Abdelmalek Kouadri; Mohamed Faouzi Harkat; Hazem N. Nounou; Mohamed N. Nounou; Hassani Messaoud (IEEE Access, 2020)

Online monitoring scheme using principal component analysis through Kullback-Leibler divergence analysis technique for fault detection. - Wahiba Bounoua; Amina B. Benkara; Abdelmalek Kouadri; Azzeddine Bakdi (Trans. Inst. Meas. Control, 2020)

Faults Classification in Grid-Connected Photovoltaic Systems. - Khadija Attouri; Mansour Hajji; Majdi Mansouri; Hazem N. Nounou; Abdelmalek Kouadri; Kais Bouzrara (SSD, 2021)

Multivariate feature extraction based supervised machine learning for fault detection and diagnosis in photovoltaic systems. - Mansour Hajji; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Kamaleldin Abodayeh; Majdi Mansouri; Hazem N. Nounou; Mohamed N. Nounou (Eur. J. Control, 2021)

Interval Valued PCA-Based Approach For Fault Detection In Complex Systems. - Abdelhalim Louifi; Salah Eddine Louhab; Abdelmalek Kouadri; Lahcene Rouani; Abderazak Bensmail; Mohamed Faouzi Harkat (SSD, 2022)

Real-Time Fault Detection and Diagnosis Method for Industrial Chemical Tennessee Eastman Process. - Khadija Attouri; Majdi Mansouri; Mansour Hajji; Abdelmalek Kouadri; Kais Bouzrara; Hazem N. Nounou (CoDIT, 2024)

Real-Time Fault Detection Scheme for Industrial Chemical Tennessee Eastman Process. - Khadija Attouri; Majdi Mansouri; Mansour Hajji; Abdelmalek Kouadri; Kais Bouzrara; Hazem N. Nounou (CoDIT, 2024)

Uncertainty Quantification Kernel PCA: Enhancing Fault Detection in Interval-Valued Data. - Abdelhalim Louifi; Abdelmalek Kouadri; Mohamed Faouzi Harkat; Abderazak Bensmail; Majdi Mansouri; Hazem N. Nounou (CoDIT, 2024)

Dynamic Interval-Valued PCA for Enhanced Fault Detection. - Lahcene Rouani; Mohamed Faouzi Harkat; Abdelmalek Kouadri; Abderazak Bensmail; Majdi Mansouri; Mohamed N. Nounou (CoDIT, 2024)

Improvement of Kernel Principal Component Analysis-Based Approach for Nonlinear Process Monitoring by Data Set Size Reduction Using Class Interval. - Mohammed Tahar Habib Kaib; Abdelmalek Kouadri; Mohamed Faouzi Harkat; Abderazak Bensmail; Majdi Mansouri (IEEE Access, 2024)

Enhancing Fault Detection in Stochastic Environments Using Interval-Valued KPCA: A Cement Rotary Kiln Case Study. - Abdelhalim Louifi; Abdelmalek Kouadri; Mohamed Faouzi Harkat; Abderazak Bensmail; Majdi Mansouri (IEEE Access, 2025)

Data size reduction approach for nonlinear process monitoring refinement using Kernel PCA technique. - Mohammed Tahar Habib Kaib; Abdelmalek Kouadri; Mohamed Faouzi Harkat; Abderazak Bensmail; Majdi Mansouri (Expert Syst. Appl., 2025)