Speech enhancement using PCA and variance of the reconstruction error model identification. - Amin Haji Abolhassani; Sid-Ahmed Selouani; Douglas D. O'Shaughnessy; Mohamed Faouzi Harkat (INTERSPEECH, 2007)

Sensor fault detection, isolation and reconstruction using nonlinear principal component analysis. - Mohamed Faouzi Harkat; Salah Djelel; Noureddine Doghmane; Mohamed Benouaret (Int. J. Autom. Comput., 2007)

Combined Input Training and Radial Basis Function Neural Networks based Nonlinear Principal Components Analysis Model Applied for Process Monitoring. - Messaoud Bouakkaz; Mohamed Faouzi Harkat (IJCCI, 2012)

Adaptive kernel principal component analysis for nonlinear dynamic process monitoring. - Chakour Chouaib; Mohamed Faouzi Harkat; Djeghaba Messaoud (ASCC, 2013)

Online process monitoring based on kernel method. - Radhia Fezai; Ines Jaffel; Okba Taouali; Mohamed Faouzi Harkat; Nasreddine Bouguila (ICCAD, 2017)

Fault detection localization and reconstruction in nonlinear system using RKPCA method and RBC. - Ines Jaffel; Radhia Fezai; Okba Taouali; Mohamed Faouzi Harkat; Hassani Messaoud (ICCAD, 2017)

Fault detection of chemical processes using improved generalized likelihood ratio test. - Majdi Mansouri; Hazem N. Nounou; Mohamed Faouzi Harkat; Mohamed N. Nounou (DSP, 2017)

Fault Diagnosis for Dynamic Nonlinear System Based on Variable Moving Window KPCA. - Radhia Fezai; Majdi Mansouri; Okba Taouali; Mohamed Faouzi Harkat; Nasreddine Bouguila (SSD, 2018)

Effective monitoring of an air quality network. - Raoudha Baklouti; Ahmed Ben Hamida; Majdi Mansouri; Mohamed Faouzi Harkat; Mohamed N. Nounou; Hazem N. Nounou (ATSIP, 2018)

Fault Detection of the Tennessee Eastman Process using Online Reduced Kernel PCA. - Radhia Fazai; Majdi Mansouri; Okba Taouali; Mohamed Faouzi Harkat; Nasreddine Bouguila; Mohamed N. Nounou (ECC, 2018)

Uncertain Dynamic Process Monitoring Using Moving Window PCA for Interval-Valued Data. - Mohamed Faouzi Harkat; Tarek Ait Izem; Frédéric Kratz; Majdi Mansouri; Mohamed N. Nounou; Hazem N. Nounou (DX, 2018)

Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes. - Raoudha Baklouti; Ahmed Ben Hamida; Majdi Mansouri; Mohamed Faouzi Harkat; Hazem N. Nounou; Mohamed N. Nounou (SMC, 2018)

Reduced Kernel Principal Component Analysis for Fault Detection and Its Application to an Air Quality Monitoring Network. - Radhia Fazai; Majdi Mansouri; Okba Taouali; Mohamed Faouzi Harkat; Hazem N. Nounou (SMC, 2018)

Fault detection and isolation in nonlinear systems with partial Reduced Kernel Principal Component Analysis method. - Ines Jaffel; Okba Taouali; Mohamed Faouzi Harkat; Hassani Messaoud (Trans. Inst. Meas. Control, 2018)

Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test. - Mohamed Faouzi Harkat; Majdi Mansouri; Mohamed N. Nounou; Hazem N. Nounou (Inf. Sci., 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)

Interval-Valued Features Based Machine Learning Technique for Fault Detection and Diagnosis of Uncertain HVAC Systems. - Sondes Gharsellaoui; Majdi Mansouri; Mohamed Trabelsi 001; Mohamed Faouzi Harkat; Shady S. Refaat; Hassani Messaoud (IEEE Access, 2020)

A Novel Fault Diagnosis of Uncertain Systems Based on Interval Gaussian Process Regression: Application to Wind Energy Conversion Systems. - Majdi Mansouri; Radhia Fezai; Mohamed Trabelsi 001; Mansour Hajji; Mohamed Faouzi Harkat; Hazem N. Nounou; Mohamed N. Nounou; Kais Bouzrara (IEEE Access, 2020)

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)

Intelligent Intrusion Detection System for the Internet of Medical Things Based on Data-Driven Techniques. - Okba Taouali; Sawcen Bacha; Khaoula Ben Abdellafou; Ahamed Aljuhani; Kamel Zidi; Rehab Alanazi; Mohamed Faouzi Harkat (Comput. Syst. Sci. Eng., 2023)

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)

Novel intrusion detection system based on a downsized kernel method for cybersecurity in smart agriculture. - Kamel Zidi; Khaoula Ben Abdellafou; Ahamed Aljuhani; Okba Taouali; Mohamed Faouzi Harkat (Eng. Appl. Artif. Intell., 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)