| On‐line multiscale filtering of random and gross errors without process models MN Nounou, BR Bakshi AIChE Journal 45 (5), 1041-1058, 1999 | 158 | 1999 |
| 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 | 151 | 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 | 125 | 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 | 117 | 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 | 115 | 2013 |
| 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 | 110 | 2019 |
| 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 | 110 | 2016 |
| 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 | 107 | 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 | 101 | 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 | 98 | 2015 |
| Bayesian principal component analysis MN Nounou, BR Bakshi, PK Goel, X Shen Journal of Chemometrics: A Journal of the Chemometrics Society 16 (11), 576-595, 2002 | 90 | 2002 |
| 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 | 88 | 2021 |
| 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 | 69 | 2020 |
| 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 | 69 | 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 | 66 | 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 | 62 | 2013 |
| 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 | 59 | 2019 |
| 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 |
| Data-driven and model-based methods for fault detection and diagnosis M Mansouri, MF Harkat, HN Nounou, MN Nounou Elsevier, 2020 | 58 | 2020 |
