Hidden Markov model based principal component analysis for intelligent fault diagnosis of wind energy converter systems A Kouadri, M Hajji, MF Harkat, K Abodayeh, M Mansouri, H Nounou, ... Renewable Energy 150, 598-606, 2020 | 137 | 2020 |
Fault detection using multiscale PCA-based moving window GLRT MZ Sheriff, M Mansouri, MN Karim, H Nounou, M Nounou Journal of Process Control 54, 47-64, 2017 | 119 | 2017 |
Kernel PCA-based GLRT for nonlinear fault detection of chemical processes M Mansouri, M Nounou, H Nounou, N Karim Journal of Loss Prevention in the Process Industries 40, 334-347, 2016 | 109 | 2016 |
Online reduced kernel principal component analysis for process monitoring R Fezai, M Mansouri, O Taouali, MF Harkat, N Bouguila Journal of Process Control 61, 1-11, 2018 | 108 | 2018 |
Kernel PLS-based GLRT method for fault detection of chemical processes C Botre, M Mansouri, M Nounou, H Nounou, MN Karim Journal of Loss Prevention in the Process Industries 43, 212-224, 2016 | 107 | 2016 |
Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems R Fazai, K Abodayeh, M Mansouri, M Trabelsi, H Nounou, M Nounou, ... Solar Energy 190, 405-413, 2019 | 96 | 2019 |
Multivariate feature extraction based supervised machine learning for fault detection and diagnosis in photovoltaic systems M Hajji, MF Harkat, A Kouadri, K Abodayeh, M Mansouri, H Nounou, ... European Journal of Control 59, 313-321, 2021 | 93 | 2021 |
Reduced kernel random forest technique for fault detection and classification in grid-tied PV systems K Dhibi, R Fezai, M Mansouri, M Trabelsi, A Kouadri, K Bouzara, ... IEEE Journal of Photovoltaics 10 (6), 1864-1871, 2020 | 92 | 2020 |
Deep Learning based Fault Diagnosis of Photovoltaic Systems: A Comprehensive Review and Enhancement Prospects M Mansouri, M Trabelsi, H Nounou, M Nounou IEEE Access 12 (1), 1-12, 2021 | 73 | 2021 |
Parameter identification of the STICS crop model, using an accelerated formal MCMC approach B Dumont, V Leemans, M Mansouri, B Bodson, JP Destain, MF Destain Environmental Modelling & Software 52, 121-135, 2014 | 68 | 2014 |
Wavelet optimized EWMA for fault detection and application to photovoltaic systems M Mansouri, A Al-Khazraji, M Hajji, MF Harkat, H Nounou, M Nounou Solar Energy 167, 125-136, 2018 | 67 | 2018 |
Online reduced kernel PLS combined with GLRT for fault detection in chemical systems R Fazai, M Mansouri, K Abodayeh, H Nounou, M Nounou Process Safety and Environmental Protection 128, 228-243, 2019 | 62 | 2019 |
Effective Random Forest based Fault Detection and Diagnosis for Wind Energy Conversion Systems R Fezai, K Dhibi, M Mansouri, M Trabelsi, H Mansour, K Bouzrara, ... IEEE Sensors Journal, 2021 | 60 | 2021 |
Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test MF Harkat, M Mansouri, MN Nounou, HN Nounou Information Sciences 490, 265-284, 2019 | 55 | 2019 |
Multiscale PLS-based GLRT for fault detection of chemical processes C Botre, M Mansouri, MN Karim, H Nounou, M Nounou Journal of Loss Prevention in the Process Industries 46, 143-153, 2017 | 55 | 2017 |
An effective statistical fault detection technique for grid connected photovoltaic systems based on an improved generalized likelihood ratio test MN Majdi Mansouri, Mansour Hajji, Mohamed Trabelsi, Mohamed Faouzi Harkat ... Energy 159, 842-856, 2018 | 54 | 2018 |
Multiscale Kernel PLS-Based Exponentially Weighted-GLRT and Its Application to Fault Detection M Mansouri, H Nounou, M Nounou IEEE Transactions on Emerging Topics in Computational Intelligence 3 (10 …, 2019 | 53 | 2019 |
Fault detection of uncertain nonlinear process using interval-valued data-driven approach MF Harkat, M Mansouri, MN Nounou, HN Nounou Chemical Engineering Science, 2019 | 51 | 2019 |
Data-Driven and Model- Based Methods for Fault Detection and Diagnosis M Mansouri, MF Harkat, MN Nounou, HN Nounou 1st Edition. Print Book & E-Book, 2020 | 48 | 2020 |
Monitoring of Wastewater Treatment Plants using Improved Univariate Statistical Technique I Baklouti, M Mansouri, A Ben Hamida, H Nounou, M Nounou Process Safety and Environmental Protection, https://doi.org/10.1016/j.psep …, 2018 | 48 | 2018 |