overview

My research interests are in the areas of control and systems engineering. Specific research topics include:



Measurement-based control.

System identification and estimation.

Monitoring and fault detection.

Genomics and bio-systems.

Control of time-delay systems.

Multi-scale techniques for modeling and control.

Adaptive and intelligent control.

Fuzzy systems for modeling and control.

Model-based predictive control.

education and training
selected publications
Academic Articles105
  • Mansouri, M., Fezai, R., Trabelsi, M., Nounou, H., Nounou, M., & Bouzrara, K. (2021). Reduced Gaussian process regression based random forest approach for fault diagnosis of wind energy conversion systems. IET Renewable Power Generation. 15(15), 3612-3621.
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  • Hajji, M., Harkat, M., Kouadri, A., Abodayeh, K., Mansouri, M., Nounou, H., & Nounou, M. (2021). Multivariate feature extraction based supervised machine learning for fault detection and diagnosis in photovoltaic systems. European Journal of Control. 59, 313-321.
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  • Fezai, R., Mansouri, M., Abodayeh, K., Nounou, H., Nounou, M., Puig, V., & Bouzrara, K. (2021). Online statistical hypothesis test for leak detection in water distribution networks. Journal of Intelligent & Fuzzy Systems. 40(5), 8665-8681.
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  • Fezai, R., Dhibi, K., Mansouri, M., Trabelsi, M., Hajji, M., Bouzrara, K., Nounou, H., & Nounou, M. (2021). Effective Random Forest-Based Fault Detection and Diagnosis for Wind Energy Conversion Systems. IEEE Sensors Journal. 21(5), 6914-6921.
  • Fezai, R., Abodayeh, K., Mansouri, M., Nounou, H., & Nounou, M. (2021). Fault diagnosis of biological systems using improved machine learning technique. International Journal of Machine Learning and Cybernetics. 12(2), 515-528.
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Chapters13
  • Ziyan Sheriff, M., Basha, N., Nazmul Karim, M., Nounou, H., & Nounou, M. (2020). Fault Detection of Single and Interval Valued Data Using Statistical Process Monitoring Techniques. Fault Detection, Diagnosis and Prognosis. IntechOpen.
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  • Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N. (2020). Conclusions and perspectives. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis. 259-278. Elsevier.
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  • Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N. (2020). Introduction. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis. 1-10. Elsevier.
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  • Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N (2020). Kernel PCA- and Kernel PLS-based generalized likelihood ratio tests for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis. 49-77. Elsevier.
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  • Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N (2020). Linear and nonlinear interval latent variable approaches for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis. 135-219. Elsevier.
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Conference Papers97
  • AYYILDIZ, B., RAHMAN, M. A., DELGADO, A., HASSAN, I., NOUNOU, H., HASSAN, R., & NOUNOU, M. (2021). STUDY ON PINHOLE LEAKS IN GAS PIPELINES: CFD SIMULATION AND ITS VALIDATION. WIT Transactions on Engineering Sciences, AFM/MPF 2021. 1, 129-140.
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  • Sheriff, M. Z., Karim, M. N., Kravaris, C., Nounou, H. N., & Nounou, M. N. (2021). Improved Multiscale Multivariate Process Monitoring Methods. 2021 American Control Conference (ACC), 2021 American Control Conference (ACC). 00, 3614-3619.
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  • Fezai, R., Bouzrara, K., Mansouri, M., Nounou, H., Nounou, M., & Puig, V. (2021). A Novel Leak Detection Approach in Water Distribution Networks. 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD), 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD). 00, 607-612.
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  • Dhibi, K., Fezai, R., Bouzrara, K., Mansouri, M., Nounou, H., Nounou, M., & Trabelsi, M. (2021). Enhanced RF for Fault Detection and Diagnosis of Uncertain PV systems. 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD), 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD). 00, 103-108.
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  • Attouri, K., Hajji, M., Mansouri, M., Nounou, H., Kouadri, A., & Bouzrara, K. (2021). Faults Classification in Grid-Connected Photovoltaic Systems. 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD), 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD). 1431-1437.
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chaired theses and dissertations
Email
hazem.nounou@qatar.tamu.edu
First Name
Hazem
Last Name
Nounou
mailing address
Texas A&M University; Qatar Campus; 4251 TAMUQ
College Station, TX 77843-4251
USA