| 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 | 147 | 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 | 121 | 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 | 114 | 2016 |
| Statistical fault detection using PCA-based GLR hypothesis testing F Harrou, MN Nounou, HN Nounou, M Madakyaru Journal of loss prevention in the process industries 26 (1), 129-139, 2013 | 113 | 2013 |
| 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 | 109 | 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 | 106 | 2019 |
| 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 | 100 | 2020 |
| 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 | 97 | 2021 |
| PLS-based EWMA fault detection strategy for process monitoring F Harrou, MN Nounou, HN Nounou, M Madakyaru Journal of Loss Prevention in the Process Industries 36, 108-119, 2015 | 96 | 2015 |
| Deep learning-based fault diagnosis of photovoltaic systems: A comprehensive review and enhancement prospects M Mansouri, M Trabelsi, H Nounou, M Nounou IEEE Access 9, 126286-126306, 2021 | 83 | 2021 |
| Resilient observer-based control of uncertain time-delay systems MS Mahmoud, Y Shi, HN Nounou International Journal of Innovative Computing, Information and Control 3 (2 …, 2007 | 75 | 2007 |
| 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 | 68 | 2018 |
| Robust dissipative control for internet-based switching systems MS Mahmoud, HN Nounou, Y Xia Journal of the Franklin Institute 347 (1), 154-172, 2010 | 66 | 2010 |
| Stable auto-tuning of adaptive fuzzy/neural controllers for nonlinear discrete-time systems HN Nounou, KM Passino IEEE Transactions on Fuzzy Systems 12 (1), 70-83, 2004 | 65 | 2004 |
| Effective random forest-based fault detection and diagnosis for wind energy conversion systems R Fezai, K Dhibi, M Mansouri, M Trabelsi, M Hajji, K Bouzrara, H Nounou, ... IEEE Sensors Journal 21 (5), 6914-6921, 2020 | 63 | 2020 |
| 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 | 63 | 2019 |
| Joint node localization and time-varying clock synchronization in wireless sensor networks A Ahmad, E Serpedin, H Nounou, M Nounou IEEE Transactions on Wireless Communications 12 (10), 5322-5333, 2013 | 61 | 2013 |
| An effective statistical fault detection technique for grid connected photovoltaic systems based on an improved generalized likelihood ratio test M Mansouri, M Hajji, M Trabelsi, MF Harkat, A Al-khazraji, A Livera, ... Energy 159, 842-856, 2018 | 59 | 2018 |
| Inferring gene regulatory networks via nonlinear state-space models and exploiting sparsity A Noor, E Serpedin, M Nounou, H Nounou IEEE/ACM Transactions on Computational Biology and Bioinformatics 9 (4 …, 2012 | 59 | 2012 |
| 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 | 57 | 2019 |
Mohamed N. NounouProfessor of Chemical Engineering, Texas A&M University at QatarVerified email at qatar.tamu.edu
