HR job title
- Senior Associate Dean - Faculty
- Contact Info
- ORCiD
- 0000-0001-8075-1581
Nounou, Hazem Professor
Positions
- Itochu Professor, Electrical and Computer Engineering (Qatar), Texas A&M University at Qatar
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.
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.
- Overview
- Publications
- Research
- Teaching
- Works By Students
- Background
- Contact
- Other
- View All
Overview
Publications
selected publications
-
academic article
-
Attouri, K., Mansouri, M., Hajji, M., Kouadri, A., Bensmail, A., Bouzrara, K., & Nounou, H.
(2024).
Improved fault detection based on kernel PCA for monitoring industrial applications. Journal of Process Control.
133, 103143-103143.
-
Dhibi, K., Mansouri, M., Hajji, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2023).
A novel hybrid methodology for fault diagnosis of wind energy conversion systems. 9(Renew. Energy 2022), 5362-5371.
-
Fezai, R., Malluhi, B., Basha, N., Ibrahim, G., Choudhury, H. A., Challiwala, M. S., ... Nounou, M.
(2023).
Bayesian optimization of multiscale kernel principal component analysis and its application to model Gas-to-liquid (GTL) process data. Energy.
284, 129221-129221.
-
Attouri, K., Dhibi, K., Mansouri, M., Hajji, M., Bouzrara, K., & Nounou, H.
(2023).
Enhanced fault diagnosis of wind energy conversion systems using ensemble learning based on sine cosine algorithm. Journal of Engineering and Applied Science -Cairo-.
70(1), 56.
-
Hajji, M., Yahyaoui, Z., Mansouri, M., Nounou, H., & Nounou, M.
(2023).
Fault detection and diagnosis in grid-connected PV systems under irradiance variations. Energy Reports.
9, 4005-4017.
-
Malluhi, B., Basha, N., Fezai, R., Ibrahim, G., Choudhury, H. A., Challiwala, M., ... Nounou, M.
(2023).
Multiscale Bayesian PCA for robust process modeling of a FischerTropsch bench scale process. Chemometrics and Intelligent Laboratory Systems.
240, 104921-104921.
-
Ayyildiz, B., Sheriff, M. Z., Rahman, M. A., Delgado, A., Hassan, I., Nounou, H., & Nounou, M.
(2023).
Research on pinhole accidental gas release in pipelines: Statistical modeling, real gas CFD simulation, and validation. 176, 786-796.
-
Basha, N., Ibrahim, G., Choudhury, H. A., Challiwala, M. S., Fezai, R., Malluhi, B., ... Nounou, M.
(2023).
Bayesian-optimized Neural Networks and their application to model gas-to-liquid plants. 113, 204964-204964.
-
Basha, N., Kravaris, C., Nounou, H., & Nounou, M.
(2023).
Bayesian-optimized Gaussian process-based fault classification in industrial processes. 170, 108126-108126.
-
Dhibi, K., Mansouri, M., Trabelsi, M., Abodayeh, K., Bouzrara, K., Nounou, H., & Nounou, M.
(2023).
Enhanced PSO-Based NN for Failures Detection in Uncertain Wind Energy Systems. 11, 15763-15771.
-
Attouri, K., Mansouri, M., Hajji, M., Kouadri, A., Bouzrara, K., & Nounou, H.
(2023).
Wind Power Converter Fault Diagnosis Using Reduced Kernel PCA-Based BiLSTM. 15(4), 3191-3191.
-
Elrefaei, N., Basha, N., Nounou, M., Nounou, H., Ashok, A., & Al-Rawashdeh, M.
(2022).
Quantified Database for Methane Dehydroaromatization Reaction. 14(21),
-
Malluhi, B., Nounou, H., & Nounou, M.
(2022).
Enhanced Multiscale Principal Component Analysis for Improved Sensor Fault Detection and Isolation. Sensors.
22(15), 5564-5564.
-
Dhibi, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Reduced neural network based ensemble approach for fault detection and diagnosis of wind energy converter systems. 194, 778-787.
-
Sheriff, M. Z., Karim, M. N., Kravaris, C., Nounou, H. N., & Nounou, M. N.
(2022).
An operating economics-driven perspective on monitoring and maintenance in multiple operating regimes: Application to monitor fouling in heat exchangers. 184, 233-245.
-
Mansouri, M., Dhibi, K., Nounou, H., & Nounou, M.
(2022).
An Effective Fault Diagnosis Technique for Wind Energy Conversion Systems Based on an Improved Particle Swarm Optimization. Sustainability.
14(18), 11195-11195.
-
Sheriff, M. Z., Karim, M. N., Kravaris, C., Nounou, H. N., & Nounou, M. N.
(2022).
An operating economics-driven perspective on monitoring and maintenance in multiple operating regimes: Application to monitor fouling in heat exchangers. 184, 233-245.
-
Abu-Rub, O. H., Khan, Q., Refaat, S. S., & Nounou, H.
(2022).
Cable Insulation Fault Identification Using Partial Discharge Patterns Analysis. 45(1), 31-41.
-
Yahyaoui, Z., Hajji, M., Mansouri, M., Abodayeh, K., Bouzrara, K., & Nounou, H.
(2022).
Effective Fault Detection and Diagnosis for Power Converters in Wind Turbine Systems Using KPCA-Based BiLSTM. Energies.
15(17), 6127-6127.
-
Mansouri, M., Fezai, R., Trabelsi, M., Mansour, H., Nounou, H., & Nounou, M.
(2022).
Enhanced Gaussian Process Regression for Diagnosing Wind Energy Conversion Systems. 55(6), 673-678.
-
Mansouri, M., Fezai, R., Trabelsi, M., Mansour, H., Nounou, H., & Nounou, M.
(2022).
Fault Diagnosis of Wind Energy Conversion Systems Using Gaussian Process Regression-based Multi-Class Random Forest. IFAC-PapersOnLine.
55(6), 127-132.
-
Hichri, A., Hajji, M., Mansouri, M., Abodayeh, K., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Genetic-Algorithm-Based Neural Network for Fault Detection and Diagnosis: Application to Grid-Connected Photovoltaic Systems. Sustainability.
14(17), 10518-10518.
-
Dhibi, K., Mansouri, M., Abodayeh, K., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Interval-Valued Reduced Ensemble Learning Based Fault Detection a Diagnosis Techniques for Uncertain Grid-Connected PV Systems. IEEE Access.
10, 47673-47686.
-
Mansouri, M., Dhibi, K., Hajji, M., Bouzara, K., Nounou, H., & Nounou, M.
(2022).
Interval-Valued Reduced RNN for Fault Detection and Diagnosis for Wind Energy Conversion Systems. 22(13), 13581-13588.
-
Mansouri, M., Dhibi, K., Nounou, H., & Nounou, M.
(2022).
Interval-Valued SVM Based ABO for Fault Detection and Diagnosis of Wind Energy Conversion Systems. 10, 130406-130414.
-
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. 15(15), 3612-3621.
-
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. 59, 313-321.
-
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. 40(5), 8665-8681.
-
Fezai, R., Abodayeh, K., Mansouri, M., Nounou, H., & Nounou, M.
(2021).
Fault diagnosis of biological systems using improved machine learning technique. 12(2), 515-528.
-
Dhibi, K., Fezai, R., Mansouri, M., Trabelsi, M., Bouzrara, K., Nounou, H. N., & Nounou, M. N.
(2021).
A Hybrid Fault Detection and Diagnosis of Grid-Tied PV Systems: Enhanced Random Forest Classifier Using Data Reduction and Interval-Valued Representation. 9, 64267-64277.
-
Baklouti, I., Mansouri, M., Hamida, A. B., Nounou, H. N., & Nounou, M. N.
(2021).
Enhanced operation of wastewater treatment plant using state estimation-based fault detection strategies. 94, 300-311.
-
Dhibi, K., Fezai, R., Mansouri, M., Trabelsi, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2021).
A Hybrid Fault Detection and Diagnosis of Grid-Tied PV Systems: Enhanced Random Forest Classifier Using Data Reduction and Interval-Valued Representation. IEEE Access.
9, 64267-64277.
-
Dhibi, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2021).
An Enhanced Ensemble Learning-Based Fault Detection and Diagnosis for Grid-Connected PV Systems. IEEE Access.
9, 155622-155633.
-
Mansouri, M., Trabelsi, M., Nounou, H., & Nounou, M.
(2021).
Deep Learning-Based Fault Diagnosis of Photovoltaic Systems: A Comprehensive Review and Enhancement Prospects. IEEE Access.
9, 126286-126306.
-
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. 21(5), 6914-6921.
-
Dhibi, K., Fezai, R., Mansouri, M., Trabelsi, M., Kouadri, A., Bouzara, K., Nounou, H., & Nounou, M.
(2020).
Reduced Kernel Random Forest Technique for Fault Detection and Classification in Grid-Tied PV Systems. IEEE Journal of Photovoltaics.
10(6), 1864-1871.
-
Harkat, M., Kouadri, A., Fezai, R., Mansouri, M., Nounou, H., & Nounou, M.
(2020).
Machine Learning-Based Reduced Kernel PCA Model for Nonlinear Chemical Process Monitoring. 31(5), 1196-1209.
-
Behari, N., Sheriff, M. Z., Rahman, M. A., Nounou, M., Hassan, I., & Nounou, H.
(2020).
Chronic leak detection for single and multiphase flow: A critical review on onshore and offshore subsea and arctic conditions. Journal of Natural Gas Science and Engineering.
81, 103460-103460.
-
Kouadri, A., Hajji, M., Harkat, M., Abodayeh, K., Mansouri, M., Nounou, H., & Nounou, M.
(2020).
Hidden Markov model based principal component analysis for intelligent fault diagnosis of wind energy converter systems. 150, 598-606.
-
Basha, N., Sheriff, M. Z., Kravaris, C., Nounou, H., & Nounou, M.
(2020).
Multiclass data classification using fault detection-based techniques. Computers and Chemical Engineering.
136, 106786-106786.
-
Harkat, M. F., Mansouri, M., Abodayeh, K., Nounou, M., & Nounou, H.
(2020).
New sensor fault detection and isolation strategy-based interval-valued data. 34(5),
-
Fezai, R., Mansouri, M., Abodayeh, K., Nounou, H., Nounou, M., & Messaoud, H.
(2020).
Partial kernel PCA-based GLRT for fault diagnosis of nonlinear processes. Journal of Intelligent and Fuzzy Systems.
38(4), 4829-4843.
-
Dhibi, K., Fezai, R., Mansouri, M., Kouadri, A., Harkat, M., Bouzara, K., Nounou, H., & Nounou, M.
(2020).
A Hybrid Approach for Process Monitoring: Improving Data-Driven Methodologies With Dataset Size Reduction and Interval-Valued Representation. IEEE Sensors Journal.
20(17), 10228-10239.
-
Mansouri, M., Fezai, R., Trabelsi, M., Hajji, M., Harkat, M., Nounou, H., Nounou, M. N., & Bouzrara, K.
(2020).
A Novel Fault Diagnosis of Uncertain Systems Based on Interval Gaussian Process Regression: Application to Wind Energy Conversion Systems. IEEE Access.
8, 219672-219679.
-
Fezai, R., Mansouri, M., Abodayeh, K., Nounou, H., & Nounou, M.
(2020).
Online reduced gaussian process regression based generalized likelihood ratio test for fault detection. 85, 30-40.
-
Fezai, R., Abodayeh, K., Mansouri, M., Kouadri, A., Harkat, M., Nounou, H., Nounou, M., & Messaoud, H.
(2020).
Reliable Fault Detection and Diagnosis of Large-Scale Nonlinear Uncertain Systems Using Interval Reduced Kernel PLS. IEEE Access.
8, 78343-78353.
-
Fazai, R., Mansouri, M., Abodayeh, K., Puig, V., Raouf, M., Nounou, H., & Nounou, M.
(2019).
Multiscale Gaussian process regression-based generalized likelihood ratio test for fault detection in water distribution networks. 85, 474-491.
-
Fazai, R., Abodayeh, K., Mansouri, M., Trabelsi, M., Nounou, H., Nounou, M., & Georghiou, G. E.
(2019).
Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems. 190, 405-413.
-
Chaabane, M., Mansouri, M., Abodayeh, K., Ben Hamida, A., Nounou, H., & Nounou, M.
(2019).
Effective fault detection in structural health monitoring systems. 11(9), 1687814019873234-168781401987323.
-
Mansouri, M., Nounou, M. N., & Nounou, H. N.
(2019).
Multiscale Kernel PLS-Based Exponentially Weighted-GLRT and Its Application to Fault Detection. IEEE Transactions on Emerging Topics in Computational Intelligence.
3(1), 49-58.
-
Khadraoui, S., Fareh, R., Nounou, H. N., & Nounou, M. N.
(2019).
A Control Design Approach for TITO Systems Using Measured Data. Journal of Dynamic Systems Measurement and Control: Transactions of the ASME.
141(1),
-
Chaabane, M., Mansouri, M., Ben Hamida, A., Nounou, H., & Nounou, M.
(2019).
Multivariate statistical process control-based hypothesis testing for damage detection in structural health monitoring systems. 26(1), e2287-e2287.
-
Mansouri, M., Baklouti, R., Harkat, M. F., Nounou, M., Nounou, H., & Hamida, A. B.
(2018).
Kernel Generalized Likelihood Ratio Test for Fault Detection of Biological Systems. IEEE Transactions on NanoBioscience.
17(4), 498-506.
-
Mansouri, M., Hajji, M., Trabelsi, M., Harkat, M. F., Al-khazraji, A., Livera, A., Nounou, H., & Nounou, M.
(2018).
An effective statistical fault detection technique for grid connected photovoltaic systems based on an improved generalized likelihood ratio test. 159, 842-856.
-
Amri, O., Mansouri, M., Al-Khazraji, A., Nounou, H., Nounou, M., & Ben Hamida, A.
(2018).
Improved model based fault detection technique and application to humanoid robots. 53, 140-151.
-
Fnaiech, M. A., Trabelsi, M., Khalil, S., Mansouri, M., Nounou, H., & Abu-Rub, H.
(2018).
Robust sliding mode control for three-phase rectifier supplied by non-ideal voltage. Control Engineering Practice.
77, 73-85.
-
Basha, N., Nounou, M., & Nounou, H.
(2018).
Multivariate fault detection and classification using interval principal component analysis. 27, 1-9.
-
Sheriff, M. Z., Karim, M. N., Nounou, H. N., & Nounou, M. N.
(2018).
Process monitoring using PCA-based GLR methods: A comparative study. Journal of Computational Science.
27, 227-246.
-
Mansouri, M., Al-Khazraji, A., Hajji, M., Harkat, M. F., Nounou, H., & Nounou, M.
(2018).
Wavelet optimized EWMA for fault detection and application to photovoltaic systems. 167, 125-136.
-
Baklouti, I., Mansouri, M., Ben Hamida, A., Nounou, H., & Nounou, M.
(2018).
Monitoring of wastewater treatment plants using improved univariate statistical technique. 116, 287-300.
-
Mansouri, M., Harkat, M., Nounou, M., & Nounou, H.
(2018).
Midpoint-radii principal component analysis-based EWMA and application to air quality monitoring network. 175, 55-64.
-
Harkat, M., Mansouri, M., Nounou, M., & Nounou, H.
(2018).
Enhanced data validation strategy of air quality monitoring network. Environmental Research.
160, 183-194.
-
Mansouri, M., Harkat, M., Nounou, H., & Nounou, M.
(2018).
Fault Detection of Biological Phenomena Modeled by S-systems. 51(24), 1305-1310.
-
Chaabane, M., Mansouri, M., Ben Hamida, A., Nounou, H., & Nounou, M.
(2018).
Monitoring of Structural Systems Using Improved Data Driven Damage Detection Technique. 51(24), 843-848.
-
Baklouti, I., Mansouri, M., Ben Hamida, A., Nounou, M., & Nounou, H.
(2018).
Monitoring of Wastewater Treatment Plants using Improved Univariate Statistical Strategy. 51(24), 428-432.
-
Mansouri, M., Nounou, M. N., & Nounou, H. N.
(2017).
Improved Statistical Fault Detection Technique and Application to Biological Phenomena Modeled by S-Systems. IEEE Transactions on NanoBioscience.
16(6), 504-512.
-
Sheriff, M. Z., Mansouri, M., Karim, M. N., Nounou, H., & Nounou, M.
(2017).
Fault detection using multiscale PCA-based moving window GLRT. Journal of Process Control.
54, 47-64.
-
Botre, C., Mansouri, M., Karim, M. N., Nounou, H., & Nounou, M.
(2017).
Multiscale PLS-based GLRT for fault detection of chemical processes. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES.
46, 143-153.
-
Harrou, F., Ramahaleomiarantsoa, J. F., Nounou, M. N., & Nounou, H. N.
(2016).
A data-based technique for monitoring of wound rotor induction machines: A simulation study. Engineering Science and Technology, an International Journal.
19(3), 1424-1435.
-
Botre, C., Mansouri, M., Nounou, M., Nounou, H., & Karim, M. N.
(2016).
Kernel PLS-based GLRT method for fault detection of chemical processes. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES.
43, 212-224.
-
Khadraoui, S., Fnaiech, M. A., Nounou, H. N., Nounou, M. N., Guzinski, J., Abu-Rub, H., Datta, A., & Bhattacharyya, S. P.
(2016).
Measurement-based control approach for tuning PID controllers: application to induction machines. Journal of Control and Decision.
3(3), 179-196.
-
Khadraoui, S., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2016).
ADAPTIVE CONTROLLER DESIGN FOR UNKNOWN SYSTEMS USING MEASURED DATA. Asian Journal of Control.
18(4), 1453-1466.
-
Chaabane, M., Mansouri, M., Nounou, H., Nounou, M., & Ben Hamida, A.
(2016).
Enhanced particle filter for states and parameters estimation in structural health monitoring applications. 6(3), 521-543.
-
Baklouti, R., Mansouri, M., Nounou, M., Nounou, H., & Ben Hamida, A.
(2016).
Iterated Robust kernel Fuzzy Principal Component Analysis and application to fault detection. 15, 34-49.
-
Khadraoui, S., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2016).
A Measurement-Based Approach for Designing Fixed-Order Controllers for Unknown Closed-Loop Architecture. Asian Journal of Control.
18(2), 686-698.
-
Khadraoui, S., Harrou, F., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2016).
A measurement-based control design approach for efficient cancer chemotherapy. 333, 108-125.
-
Mansouri, M., Nounou, M., Nounou, H., & Karim, N.
(2016).
Kernel PCA-based GLRT for nonlinear fault detection of chemical processes. 40, 334-347.
-
Mansouri, M., Destain, M., Nounou, H., & Nounou, M.
(2016).
Enhanced Monitoring of Environmental Processes. International Journal of Environmental Science and Development.
7(7), 525-531.
-
Khadraoui, S., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2015).
A nonparametric approach to design robust controllers for uncertain systems: Application to an air flow heating system. Journal of Process Control.
36, 1-10.
-
Mansouri, M., Avci, O., Nounou, H., & Nounou, M.
(2015).
Iterated square root unscented Kalman filter for nonlinear states and parameters estimation: three DOF damped system. 5(4), 493-508.
-
Mansouri, M. M., Mohamed-Seghir, M. M., Nounou, H. N., Nounou, M. N., & Abu-Rub, H. A.
(2015).
Bayesian methods for time-varying state and parameter estimation in induction machines. 29(7), 905-924.
-
Harrou, F., Nounou, M. N., Nounou, H. N., & Madakyaru, M.
(2015).
PLS-based EWMA fault detection strategy for process monitoring. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES.
36, 108-119.
-
Mohsenizadeh, N., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2015).
Linear circuits: a measurement-based approach. International Journal of Circuit Theory and Applications.
43(2), 205-232.
-
Wajid, B., Serpedin, E., Nounou, M., & Nounou, H.
(2015).
MARAGAP: a modular approach to reference assisted genome assembly pipeline. International Journal of Computational Biology and Drug Design.
8(3), 226-226.
-
Khadraoui, S., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2014).
A measurement-based technique for designing fixed-order RST controllers and application to a coupled water tank system. Systems Science and Control Engineering.
2(1), 484-492.
-
Iqbal, A., Abu-Rub, H., & Nounou, H.
(2014).
Adaptive fuzzy logic-controlled surface mount permanent magnet synchronous motor drive. Systems Science and Control Engineering.
2(1), 465-475.
-
Mansouri, M. M., Nounou, H. N., & Nounou, M. N.
(2014).
Nonlinear control and estimation in induction machine using state estimation techniques. Systems Science and Control Engineering.
2(1), 642-654.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2014).
A model-free design of reduced-order controllers and application to a DC servomotor. Automatica.
50(8), 2142-2149.
-
Fnaiech, M. A., Khadraoui, S., Nounou, H. N., Nounou, M. N., Guzinski, J., Abu-Rub, H., Datta, A., & Bhattacharyya, S. P.
(2014).
A Measurement-Based Approach for Speed Control of Induction Machines. IEEE journal of emerging and selected topics in power electronics.
2(2), 308-318.
-
Mansouri, M. M., Nounou, H. N., Nounou, M. N., & Datta, A. A.
(2014).
State and parameter estimation for nonlinear biological phenomena modeled by S-systems. Digital Signal Processing.
28(1), 1-17.
-
Mansouri, M. M., Nounou, H. N., Nounou, M. N., & Datta, A. A.
(2014).
Modeling of nonlinear biological phenomena modeled by S-systems. Mathematical Biosciences.
249(1), 75-91.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2014).
Genetic Algorithm-based Adaptive Optimization for Target Tracking in Wireless Sensor Networks. 74(2), 189-202.
-
Ahmad, A., Serpedin, E., Nounou, H., & Nounou, M.
(2013).
Joint Node Localization and Time-Varying Clock Synchronization in Wireless Sensor Networks. IEEE Transactions on Wireless Communications.
12(10), 5322-5333.
-
Noor, A., Ahmad, A., Serpedin, E., Nounou, M., & Nounou, H.
(2013).
ROBNCA: robust network component analysis for recovering transcription factor activities. Bioinformatics.
29(19), 2410-2418.
-
Khadraoui, S., Nounou, H. N., Nounou, M. N., Datta, A., & Bhattacharyya, S. P.
(2013).
A measurement-based approach for designing reduced-order controllers with guaranteed bounded error. International Journal of Control.
86(9), 1586-1596.
-
Nounou, M. N., Nounou, H. N., & Mansouri, M.
(2013).
Model-based and model-free filtering of genomic data. Network modeling and analysis in health informatics and bioinformatics.
2(3), 109-121.
-
Zennaro, D., Ahmad, A., Vangelista, L., Serpedin, E., Nounou, H., & Nounou, M.
(2013).
Network-Wide Clock Synchronization via Message Passing with Exponentially Distributed Link Delays. IEEE TRANSACTIONS ON COMMUNICATIONS.
61(5), 2012-2024.
-
Nounou, M., Nounou, H., Serpedin, E., Datta, A., & Huang, Y.
(2013).
Computational and statistical approaches for modeling of proteomic and genomic networks. Advances in Bioinformatics.
2013, 561968-2.
-
Madakyaru, M., Nounou, M. N., & Nounou, H. N.
(2013).
Integrated Multiscale Latent Variable Regression and Application to Distillation Columns. Modelling and Simulation in Engineering.
2013, 1-17.
-
Noor, A., Serpedin, E., Nounou, M., & Nounou, H.
(2013).
Reverse engineering sparse gene regulatory networks using cubature kalman filter and compressed sensing. Advances in Bioinformatics.
2013, 205763-11.
-
Mansouri, M., Khoukhi, L., Nounou, H., & Nounou, M.
(2013).
Secure and Robust Clustering for Quantized Target Tracking in Wireless Sensor Networks. 15(2), 164-172.
-
Meskin, N., Nounou, H., Nounou, M., & Datta, A.
(2013).
Parameter estimation of biological phenomena: an unscented Kalman filter approach. IEEE/ACM Transactions on Computational Biology and Bioinformatics.
10(2), 537-543.
-
Noor, A., Serpedin, E., Nounou, M., Nounou, H., Mohamed, N., & Chouchane, L.
(2013).
An overview of the statistical methods used for inferring gene regulatory networks and protein-protein interaction networks. Advances in Bioinformatics.
2013, 953814-12.
-
Harrou, F., Nounou, M. N., Nounou, H. N., & Madakyaru, M.
(2013).
Statistical fault detection using PCA-based GLR hypothesis testing. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES.
26(1), 129-139.
-
Datta, A., Layek, R., Nounou, H., Nounou, M., Mohsenizadeh, N., & Bhattacharyya, S. P.
(2013).
Towards data-based adaptive control. INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING.
27(1-2), 122-135.
-
Fnaiech, M. A., Nounou, H. N., Nounou, M. N., & Datta, A.
(2012).
INTERVENTION IN BIOLOGICAL PHENOMENA REPRESENTED BY GENETIC REGULATORY NETWORKS: A VARIABLE STRUCTURE APPROACH. Journal of Biological Systems.
20(4), 327-347.
-
Wajid, B., Serpedin, E., Nounou, M., & Nounou, H.
(2012).
Optimal reference sequence selection for genome assembly using minimum description length principle. EURASIP Journal on Bioinformatics and Systems Biology.
2012(1), 18-18.
-
Nounou, H. N., Nounou, M. N., Meskin, N., Datta, A., & Dougherty, E. R.
(2012).
Fuzzy intervention in biological phenomena. IEEE/ACM Transactions on Computational Biology and Bioinformatics.
9(6), 1819-1825.
-
Fnaiech, M. A., Nounou, H., Nounou, M., & Datta, A.
(2012).
Intervention in Biological Phenomena via Feedback Linearization. Advances in Bioinformatics.
2012, 534810-9.
-
Nounou, M. N., Nounou, H. N., Meskin, N., Datta, A., & Dougherty, E. R.
(2012).
Multiscale denoising of biological data: a comparative analysis. IEEE/ACM Transactions on Computational Biology and Bioinformatics.
9(5), 1539-1544.
-
Noor, A., Serpedin, E., Nounou, M., & Nounou, H. N.
(2012).
Inferring gene regulatory networks via nonlinear state-space models and exploiting sparsity. IEEE/ACM Transactions on Computational Biology and Bioinformatics.
9(4), 1203-1211.
-
Noor, A., Serpedin, E., Nounou, H., Nounou, M., Qaraqe, M., Chouchane, L., & Mohamed, N.
(2012).
Gene regulatory network inference using information theoretic methods. Qatar Foundation Annual Research Forum Proceedings.
-
Noor, A., Serpedin, E., Nounou, H., Nounou, M., & Qaraqe, M.
(2012).
Inferring nonlinear and sparse gene regulatory networks. Qatar Foundation Annual Research Forum Proceedings.
-
Madakyaru, M., Nounou, M. N., & Nounou, H. N.
(2012).
Linear Inferential Modeling: Theoretical Perspectives, Extensions, and Comparative Analysis. Intelligent Control and Automation.
2012(04), 376-389.
-
Nounou, H., Nounou, M. N., Meskin, N., & Datta, A.
(2012).
Model-free fuzzy intervention in biological phenomena
-
Nounou, M., Nounou, H., Meskin, N., & Datta, A.
(2012).
Multiscale denoising of biological data: A comparative analysis
-
Wajid, B., Serpedin, E., Qaraqe, M., Nounou, H., Nounou, M., Chouchane, L., & Mohamed, N.
(2012).
Optimal reference selection for genome assembly using the minimum description length principle. Qatar Foundation Annual Research Forum Proceedings.
-
Meskin, N., Nounou, H. N., Nounou, M., Datta, A., & Dougherty, E. R.
(2011).
Intervention in biological phenomena modeled by S-systems. IEEE Transactions on Biomedical Engineering.
58(5), 1260-1267.
-
Hadd, S., Nounou, H., & Nounou, M.
(2011).
Eventual norm continuity for neutral semigroups on Banach spaces. 375(2), 543-552.
-
Zhai, Y., Nounou, M., Nounou, H., & Al-Hamidi, Y.
(2011).
Model predictive control of a 3-DOF helicopter system using successive linearization. International Journal of Engineering, Science and Technology.
2(10),
-
Nounou, M. N., & Nounou, H. N.
(2010).
Reduced Noise Effect in Nonlinear Model Estimation Using Multiscale Representation. Modelling and Simulation in Engineering.
2010, 1-8.
-
Nounou, M. N., & Nounou, H. N.
(2010).
Multiscale estimation of the Freundlich adsorption isotherm. International Journal of Environmental Science and Technology.
7(3), 509-518.
-
Nounou, M. N., & Nounou, H. N.
(2010).
Multiscale Latent Variable Regression. International Journal of Chemical Engineering.
2010, 1-8.
-
Mahmoud, M. S., Nounou, H. N., & Xia, Y.
(2010).
Robust dissipative control for internet-based switching systems. Journal of the Franklin Institute.
347(1), 154-172.
-
Nounou, M. N., Nounou, H. N., & Abdel-Wahab, A.
(2009).
Improved Estimation of the Langmuir Adsorption Isotherm Using Multiscale Filtering. Separation Science and Technology.
44(11), 2510-2525.
-
Nounou, M. N., Nounou, H. N., & Mahmoud, M. S.
(2007).
Robust adaptive sliding-mode control for continuous time-delay systems. IMA Journal of Mathematical Control and Information.
24(3), 299-313.
-
Mahmoud, M. S., Nounou, M. N., & Nounou, H. N.
(2007).
Analysis and synthesis of uncertain switched discrete-time systems. IMA Journal of Mathematical Control and Information.
24(2), 245-257.
-
Nounou, H. N., & Rehman, H.
(2007).
Application of adaptive fuzzy control to ac machines. Applied Soft Computing.
7(3), 899-907.
-
Nounou, M. N., & Nounou, H. N.
(2007).
Improving the prediction and parsimony of ARX models using multiscale estimation. Applied Soft Computing.
7(3), 711-721.
-
Mahmoud, M. S., Shi, Y., & Nounou, H. N.
(2007).
Resilient observer-based control of uncertain time-delay systems. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL.
3(2), 407-418.
-
Nounou, H. N.
(2006).
Adapting the search vector for direct adaptive control systems. Engineering Applications of Artificial Intelligence.
19(6), 671-679.
-
Nounou, H. N., & Nounou, M. N.
(2006).
Multiscale fuzzy Kalman filtering. Engineering Applications of Artificial Intelligence.
19(5), 439-450.
-
Mahmoud, M. S., & Nounou, H. N.
(2006).
Simultaneous output feedback stabilization of time-delay systems. IMA Journal of Mathematical Control and Information.
23(2), 211-223.
-
Nounou, H. N., & Mahmoud, M. S.
(2006).
Variable structure adaptive control for a class of continuous time-delay systems. IMA Journal of Mathematical Control and Information.
23(2), 225-235.
-
Nounou, M. N., & Nounou, H. N.
(2005).
Multiscale fuzzy system identification. Journal of Process Control.
15(7), 763-770.
-
Nounou, H. N., & Passino, K. M.
(2005).
Stable auto-tuning of hybrid adaptive fuzzy/neural controllers for nonlinear systems. Engineering Applications of Artificial Intelligence.
18(3), 317-334.
-
Nounou, H. N., & Passino, K. A.
(2004).
Stable auto-tuning of adaptive fuzzy/neural controllers for nonlinear discrete-time systems. IEEE transactions on fuzzy systems.
12(1), 70-83.
-
Attouri, K., Mansouri, M., Hajji, M., Kouadri, A., Bouzrara, K., & Nounou, H.
Enhanced Neural Network Method-Based Multiscale PCA for Fault Diagnosis: Application to Grid-Connected PV Systems. 4(2), 381-400.
-
Attouri, K., Mansouri, M., Hajji, M., Kouadri, A., Bensmail, A., Bouzrara, K., & Nounou, H.
(2024).
Improved fault detection based on kernel PCA for monitoring industrial applications. Journal of Process Control.
133, 103143-103143.
-
chapter
-
Fezai, R., Mansouri, M., Nounou, H., Nounou, M., & Messaoud, H.
(2021).
Fault Diagnosis for Nonlinear Biological Processes Based on Machine Learning Models. Advanced Systems for Biomedical Applications.
(pp. 77-91).
Springer Nature.
-
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.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 1 Introduction. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 1-10).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 2 PCA and PLS-based generalized likelihood ratio for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 11-48).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 3 Kernel PCA- and Kernel PLS-based generalized likelihood ratio tests for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 49-77).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 4 Linear and nonlinear multiscale latent variable-based generalized likelihood ratio for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 79-133).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 5 Linear and nonlinear interval latent variable approaches for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 135-219).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 6 Model-based approaches for fault detection. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 221-258).
Elsevier.
-
Mansouri, M., Harkat, M., Nounou, H. N., & Nounou, M. N.
(2020).
Chapter 7 Conclusions and perspectives. Data-Driven and Model-Based Methods for Fault Detection and Diagnosis.
(pp. 259-278).
Elsevier.
-
Sheriff, M. Z., Botre, C., Mansouri, M., Nounou, H., Nounou, M., & Karim, M. N.
(2017).
Process Monitoring Using Data-Based Fault Detection Techniques: Comparative Studies. Fault Diagnosis and Detection.
IntechOpen.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2016).
- Quality Assurance in Genome-Scale Bioinformatics Analyses. Computational Biology and Bioinformatics.
(pp. 272-291).
Taylor & Francis.
-
Chaabane, M., Baklouti, I., Mansouri, M., Jaoua, N., Nounou, H., Nounou, M., Ben Hamida, A., & Destain, M.
(2016).
Nonlinear State and Parameter Estimation Using Iterated Sigma Point Kalman Filter: Comparative Studies. NONLINEAR SYSTEMS - DESIGN, ANALYSIS, ESTIMATION AND CONTROL.
(pp. 117-151).
IntechOpen.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2016).
State Estimation and Process Monitoring of Nonlinear Biological Phenomena Modeled by S-systems. COMPUTATIONAL BIOLOGY AND BIOINFORMATICS: GENE REGULATION GENE RNA PROTEIN EPIGENETICS.
(pp. 305-330).
-
Nounou, M. N., Nounou, H. N., & Madakyaru, M.
(2014).
Multiscale Filtering and Applications to Chemical and Biological Systems. HANDBOOK OF RESEARCH ON NOVEL SOFT COMPUTING INTELLIGENT ALGORITHMS: THEORY AND PRACTICAL APPLICATIONS.
(pp. 749-786).
IGI Global.
-
Mansouri, M., Mohamed-Seghir, M., Nounou, H., Nounou, M., & Abu-Rub, H. A.
(2014).
Non Linear and Non Gaussian States and Parameters Estimation using Bayesian Methods-Comparatives Studies. HANDBOOK OF RESEARCH ON NOVEL SOFT COMPUTING INTELLIGENT ALGORITHMS: THEORY AND PRACTICAL APPLICATIONS.
(pp. 711-748).
IGI Global.
-
Nounou, H. N., & Nounou, M. N.
(2011).
Resilient Adaptive Control of Uncertain Time-Delay Systems. Time-Delay Systems.
IntechOpen.
-
Fezai, R., Mansouri, M., Nounou, H., Nounou, M., & Messaoud, H.
(2021).
Fault Diagnosis for Nonlinear Biological Processes Based on Machine Learning Models. Advanced Systems for Biomedical Applications.
(pp. 77-91).
Springer Nature.
-
conference paper
-
Sheriff, M. Z., Nounou, M. N., Rahman, M. A., Hassan, I., & Nounou, H. N.
(2023).
Classification of Sensor Measurements From Non-Newtonian Fluids Using Batch and Online Analysis of Data
-
Attouri, K., Mansouri, M., Hajji, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Effective Fault Diagnosis in Grid Connected Photovoltaic Systems Using Multiscale PCA based Artificial Neural Network Technique*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1318-1323.
-
Marweni, M., Fezai, R., Hajji, M., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Efficient Fault Detection and Diagnosis in Photovoltaic System Using Deep Learning Technique*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1336-1341.
-
Dhibi, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Enhanced Recurrent Neural Network for Fault Diagnosis of Uncertain Wind Energy Conversion Systems*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1330-1335.
-
Hichri, A., Mansouri, M., Hajji, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Fault Classification using Deep Learning in a Grid-Connected Photovoltaic Systems*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1312-1317.
-
Dhibi, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Improved Ensemble Approach for Fault Diagnosis of Wind Energy Conversion Systems*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1324-1329.
-
Yahyaoui, Z., Hajji, M., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Kernel PCA based BiLSTM for Fault Detection and Diagnosis for Wind Energy Converter Systems*. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
1342-1347.
-
Hichri, A., Hajji, M., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Deep Learning based Fault Diagnosis in a Grid-Connected Photovoltaic Systems. 1150-1155.
-
Dhibi, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Reduced KPCA based Ensemble Learning Approach for Fault Diagnosis of Grid-Connected PV Systems. 841-845.
-
Dhibil, K., Mansouri, M., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Uncertain Fault Diagnosis of Grid-Connected PV Systems based Improved Data-Driven Paradigms. 835-840.
-
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.
129-140.
-
Sheriff, M. Z., Karim, M. N., Kravaris, C., Nounou, H. N., & Nounou, M. N.
(2021).
Improved Multiscale Multivariate Process Monitoring Methods. Proceedings of the ... American Control Conference. American Control Conference.
3614-3619.
-
Fezai, R., Bouzrara, K., Mansouri, M., Nounou, H., Nounou, M., & Puig, V.
(2021).
A Novel Leak Detection Approach in Water Distribution Networks. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
607-612.
-
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. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
103-108.
-
Fezai, R., Bouzrara, K., Mansouri, M., Nounou, H., Nounou, M., & Trabelsi, M.
(2021).
Random forest -based nonlinear improved feature extraction and selection for fault classification. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
601-606.
-
Fezai, R., Bouzrara, K., Mansouri, M., Nounou, H., Nounou, M., & Trabelsi, M.
(2021).
Reduced GPR based RF Approach for Fault Diagnosis of Wind Energy Conversion Systems. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
595-600.
-
Attouri, K., Hajji, M., Mansouri, M., Nounou, H., Kouadri, A., & Bouzrara, K.
(2021).
Faults Classification in Grid-Connected Photovoltaic Systems. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
1431-1437.
-
Yahyaoui, Z., Hajji, M., Mansouri, M., Harkat, M., Kouadri, A., Nounou, H., & Nounou, M.
(2020).
Efficient fault detection and diagnosis of wind energy converter systems. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
213-218.
-
Hichri, A., Hajji, M., Mansouri, M., Harkat, M., Kouadri, A., Nounou, H., & Nounou, M.
(2020).
Fault detection and diagnosis in grid-connected photovoltaic systems. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
201-206.
-
Attouri, K., Hajji, M., Mansouri, M., Harkat, M., Kouadri, A., Nounou, H., & Nounou, M.
(2020).
Fault detection in photovoltaic systems using machine learning technique. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
207-212.
-
Belguesmi, L., Hajji, M., Mansouri, M., Harkat, M., Kouadri, A., Nounou, H., & Nounou, M.
(2020).
Machine learning approaches for fault detection and diagnosis of induction motors. 2019 16TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD).
692-698.
-
Baklouti, R., Ben Hamida, A., Mansouri, M., Nounou, H., & Nounou, M.
(2020).
EWMA Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes. 1-6.
-
Chaabane, M., Ben Hamida, A., Mansouri, M., Nounou, H., & Nounou, M.
(2020).
Enhanced data-driven Damage Detection for Structural Health Monitoring Systems. 1-6.
-
Baklouti, I., Mansouri, M., Nounou, H., Nounou, M., & Ben Hamida, A.
(2020).
Fault Detection in Waste Water Treatment Plants using Improved Particle Filter-based Optimized EWMA. 1-6.
-
Fezai, R., Mansouri, M., Bouguila, N., Nounou, H., & Nounou, M.
(2019).
Machine learning based Gaussian process regression for fault detection of Biological Systems. 174-179.
-
Chaabane, M., Hamida, A. B., Mansouri, M., Nounou, H., & Nounou, M.
(2019).
Particle Filter-based Optimized Max Double Shewhart Chart for Damage Detection in Structural Health Monitoring Systems. Mediterranean Microwave Symposium.
1-4.
-
Fezai, R., Abodayeh, K., Mansouri, M., Nounou, H., & Nounou, M.
(2019).
Diagnosis of nonlinear systems using reduced kernel principal component analysis. 1-6.
-
Fazai, R., Mansouri, M., Abodayeh, K., Trabelsi, M., Nounou, H., & Nounou, M.
(2019).
Machine Learning-Based Statistical Hypothesis Testing for Fault Detection. Conference on Control and Fault-Tolerant Systems, SysTol.
38-43.
-
Fazai, R., Mansouri, M., Abodayeh, K., Puig, V., Selmi, M., Nounou, H., & Nounou, M.
(2019).
Multiscale Gaussian Process Regression-Based GLRT for Water Quality Monitoring. Conference on Control and Fault-Tolerant Systems, SysTol.
44-49.
-
Fezai, R., Mansouri, M., Bouguila, N., Nounou, H., & Nounou, M.
(2019).
Reduced Gaussian process regression for fault detection of chemical processes. 186-191.
-
Baklouti, R., Mansouri, M., Ben Hamida, A., Nounou, H., & Nounou, M.
(2018).
Improved Statistical Method Based Exponentially Weighted GLRT Chart and Its Application to Fault Detection. 703-708.
-
Chaabane, M., Mansouri, M., Ben Hamida, A., Nounou, H., & Nounou, M.
(2018).
Multiscale PLS-based Optimized EW-GLRT for Structural Damage Detection. 2965-2970.
-
Baklouti, R., Ben Hamida, A., Mansouri, M., Harkat, M., Nounou, M., & Nounou, H.
(2018).
Effective Monitoring of an air quality network. 1-4.
-
Djmal, I. B., Mansouri, M., Nounou, M., Nounou, H., & Ben Hamida, A.
(2018).
Fault Detection using UKF-based Optimized EWMA Method in Wastewater Treatment Plant. 1-6.
-
Chaabane, M., Ben Hamida, A., Mansouri, M., Nounou, H., & Nounou, M.
(2018).
Improved Shewhart Chart for Damage Detection of Structural Health Monitoring Systems. 1-5.
-
Sheriff, M. Z., Nounou, h., Karim, M. N., & Nounou, M.
(2018).
Advances in Databased Process Monitoring and Applications
-
Harkat, M. F., Ait-Izem, T., Kratz, F., Mansouri, M., Nounou, M., & Nounou, H.
(2018).
Uncertain dynamic process monitoring using moving window PCA for interval-valued data. CEUR Workshop Proceedings.
-
Mansouri, M., Nounou, H., Harkat, M. F., & Nounou, M.
(2017).
Fault Detection of Chemical Processes using Improved Generalized Likelihood Ratio Test. International Conference on Digital Signal Processing proceedings : DSP. International Conference on Digital Signal Processing.
1-5.
-
Mansouri, M., Nounou, H., Harkat, M. F., & Nounou, M.
(2017).
Enhanced Fault Detection of an Air Quality Monitoring Network. 1-6.
-
Chaabane, M., Mansouri, M., Nounou, H., Nounou, M., Slima, M. B., & Hamida, A. B.
(2017).
Damage Detection in Structural Health Monitoring Using Kernel PLS Based GLR. 1-5.
-
Baklouti, I., Mansouri, M., Nounou, H., Nounou, M., Slima, M. B., & Hamida, A. B.
(2017).
Fault Detection in a Wastewater Treatment Plant. 1-5.
-
Baklouti, R., Mansouri, M., Nounou, H., Nounou, M., Ben Slima, M., & Ben Hamida, A.
(2017).
Fault Detection of Chemical Processes Using KPCA-Based GLRT Technique. 1-6.
-
Sheriff, M. Z., Karim, M. N., Nounou, M. N., Nounou, H., & Mansouri, M.
(2017).
Fault detection of nonlinear systems using an improved KPCA method. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
36-41.
-
Sheriff, M. Z., Karim, M. N., Nounou, M. N., Nounou, H., & Mansouri, M.
(2017).
Monitoring of chemical processes using improved multiscale KPCA. 2017 4TH INTERNATIONAL CONFERENCE ON CONTROL, DECISION AND INFORMATION TECHNOLOGIES (CODIT).
49-54.
-
Baklouti, R., Mansouri, M., Nounou, H., Nounou, M., & Ben Hamida, A.
(2017).
Recursive kernel PCA-based GLRT for Fault Detection: Application to an Air Quality Monitoring Network. 152-155.
-
Baklouti, I., Mansouri, M., Nounou, H., Nounou, M., Ben Slima, M., & Ben Hamida, A.
(2017).
Fault Detection in a Wastewater Treatment Plant. 332-336.
-
Botre, C., Mansouri, M., Nounou, H., Nounou, M., & Karim, M. N.
(2017).
Multiscale based nonlinear fault detection of industrial processes. 129-143.
-
Trabelsi, M., Mansouri, M., Abu-Rub, H., & Nounou, H.
(2016).
An Effective Fault Detection Technique for a Quasi-Z-Source Based Grid-Tied PV System. 231-236.
-
Chaabane, M., Ben Hamida, A., Mansouri, M., Nounou, H. N., & Avci, O.
(2016).
Damage Detection using Enhanced Multivariate Statistical Process Control Technique. 234-238.
-
Harrou, F., Nounou, M. N., & Nounou, H. N.
(2016).
Fault Detection in Processes Represented by PLS Models using an EWMA Control Scheme. 152-157.
-
Chaabane, M., Mansouri, M., Jaoua, N., Ben Hamida, A., & Nounou, H.
(2016).
Bayesian Method for States Estimation in Structural Health Monitoring Application. 472-477.
-
Botre, C., Mansouri, M., Nounou, M. N., Nounou, H. N., & Karim, M. N.
(2016).
Nonlinear partial least square (NPLS) methods with generalized likelihood ratio test (GLRT) for fault detection and diagnosis of chemical processes. 201-215.
-
Mansouri, M., Avci, O., Nounou, H., & Nounou, M.
(2015).
Iterated Square Root Unscented Kalman Filter for State Estimation- CSTR Model. 1-6.
-
Mansouri, M., Avci, O., Nounou, H., & Nounou, M.
(2015).
Parameter Identification for Nonlinear Biological Phenomena Modeled by S-systems. 1-6.
-
Mansouri, M., Avci, O., Nounou, H., & Nounou, M.
(2015).
A Comparative Assessment of Nonlinear State Estimation Methods for Structural Health Monitoring. Conference Proceedings of the Society for Experimental Mechanics Series.
45-54.
-
Fnaiech, M. A., Khadraoui, S., Nounou, H. N., Nounou, M. N., Guzinski, J., Abu-Rub, H., Datta, A., & Bhattacharyya, S. P.
(2014).
Model-Free Controller Tuning Based on DFT Processing: Application to Induction Motor Drives. IEEE journal of emerging and selected topics in power electronics.
1013-1023.
-
Khadraoui, S., Nounou, H., Nounou, M., & Datta, A.
(2014).
A DATA-BASED APPROACH FOR DESIGNING ADAPTIVE CONTROLLERS FOR UNKNOWN SYSTEMS. 44-47.
-
Mohsenizadeh, D. N., Nounou, H., Nounou, M., & Datta, A.
(2014).
A NEW MEASUREMENT BASED APPROACH TO THE STUDY OF BIOLOGICAL SYSTEMS. 48-52.
-
Basha, N., Nounou, H. N., & Nounou, M. N.
(2014).
Application of A Fuzzy Learning Intervention Approach to A Purine Metabolism Pathway Model. Middle East Conference on Biomedical Engineering, MECBME.
171-174.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2014).
Improved Particle Filtering for State and Parameter Estimation- CSTR Model. 1-6.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2014).
Kullback-Leibler divergence -based Improved Particle Filter. 1-6.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2014).
State Estimation and Application to Induction Machines - A Comparative Study. 1-6.
-
Noor, A., Ahmad, A., Wajid, B., Serpedin, E., Nounou, M., & Nounou, H.
(2014).
A Closed-Form Solution for Transcription Factor Activity Estimation Using Network Component Analysis. Lecture Notes in Computer Science.
196-207.
-
Ahmad, A., Zennaro, D., Vangelista, L., Serpedin, E., Nounou, H., & Nounou, M.
(2013).
A Distributed Algorithm for Network-Wide Clock Synchronization in Wireless Sensor Networks. 1037-1043.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
A model-free technique for designing fixed-order controllers. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
6130-6135.
-
Noor, A., Ahmad, A., Serpedin, E., Nounou, M., & Nounou, H.
(2013).
ROBNCA: Robust Network Component Analysis for Recovering Transcription Factor Activities. IEEE International Workshop on Genomic Signal Processing and Statistics : [proceedings]. IEEE International Workshop on Genomic Signal Processing and Statistics.
19-22.
-
Wajid, B., Ekti, A. R., Noor, A., Serpedin, E., Ayyaz, M. N., Nounou, H., & Nounou, M.
(2013).
Supersonic MiB. IEEE International Workshop on Genomic Signal Processing and Statistics : [proceedings]. IEEE International Workshop on Genomic Signal Processing and Statistics.
86-87.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
A Measurement-based approach for tuning of reduced-order controllers. Proceedings of the ... American Control Conference. American Control Conference.
3876-3881.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
Design of reduced-order controllers using a set of measurements: Application to a DC servomotor. Proceedings of the ... American Control Conference. American Control Conference.
4331-4336.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
Robust control design method for uncertain system using a set of measurements. Proceedings of the ... American Control Conference. American Control Conference.
4325-4330.
-
Mohsenizadeh, N., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
A Measurement Based Approach to Mechanical Systems. 1-6.
-
Harrou, F., Nounou, M., & Nounou, H.
(2013).
A Statistical Fault Detection Strategy using PCA based EWMA Control Schemes. 1-4.
-
Khadraoui, S., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2013).
A control design method for unknown systems using frequency domain data. 1-6.
-
Ahmad, A., Serpedin, E., Nounou, H., & Nounou, M.
(2013).
JOINT NODE LOCALIZATION AND TIME-VARYING CLOCK SYNCHRONIZATION IN WIRELESS SENSOR NETWORKS. Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing / sponsored by the Institute of Electrical and Electronics Engineers Signal Processing Society. ICASSP (Conference).
5170-5174.
-
Basha, N., Nounou, H. N., & Nounou, M. N.
(2013).
Application of A Fuzzy Learning Intervention Approach to A Glycolytic-Glycogenolytic Pathway Model. 1-5.
-
Nounou, H. N., & Nounou, M. N.
(2013).
Application of Delay-Dependent Adaptive Control to a Continuous Stirred Tank Reactor. 140-147.
-
Harrou, F., Nounou, M. N., & Nounou, H. N.
(2013).
Detecting Abnormal Ozone Levels using PCA-based GLR Hypothesis Testing. 95-102.
-
Madakyaru, M., Nounou, M. N., & Nounou, H. N.
(2013).
Enhanced Modeling of Distillation Columns using Integrated Multiscale Latent Variable Regression. 73-80.
-
Harrou, F., Nounou, M. N., & Nounou, H. N.
(2013).
Enhanced Monitoring using PCA-based GLR Fault Detection and Multiscale Filtering. 1-8.
-
Madakyaru, M., Nounou, M. N., & Nounou, H. N.
(2013).
Nonlinear Latent Variable Regression. 81-88.
-
Mansouri, M., Mohamed-Seghir, M., Nounou, H., Nounou, M., & Abu-Rub, H.
(2013).
Estimation of Nonlinear Control Parameters In Induction Machine Using Particle Filtering. 1-7.
-
Mansouri, M., Nounou, H., & Nounou, M.
(2013).
State Estimation of a Chemical Reactor Process Model - A Comparative Study. 1-6.
-
Mansouri, M., Mohamed-Seghir, M., Nounou, H., Nounou, M., & Abu-Rub, H.
(2013).
States and Parameters Estimation in Induction Motor Using Bayesian Techniques. 1-6.
-
Layek, R., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2012).
A Measurement Based Approach for Linear Circuit Modeling and Design. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
3821-3826.
-
Mohsenizadeh, N., Nounou, H., Nounou, M., Datta, A., & Bhattacharyya, S. P.
(2012).
A Measurement based Approach to Circuit Design. 27-34.
-
Wajid, B., Serpedin, E., Nounou, M., & Nounou, H.
(2012).
MiB: A Comparative Assembly Processing Pipeline. IEEE International Workshop on Genomic Signal Processing and Statistics : [proceedings]. IEEE International Workshop on Genomic Signal Processing and Statistics.
86-89.
-
Mansouri, M., Nounou, H., Nounou, M., & Datta, A. A.
(2012).
Modeling of Nonlinear Biological Phenomena Modeled by S-systems Using Bayesian Method. 305-310.
-
Ahmad, A., Serpedin, E., Nounou, H., & Nounou, M.
(2012).
Joint Distributed Parameter and Channel Estimation in Wireless Sensor Networks via Variational Inference. Conference record / Asilomar Conference on Signals, Systems & Computers. Asilomar Conference on Signals, Systems & Computers.
830-834.
-
Mansouri, M., Khoukhi, L., Nounou, H., & Nounou, M.
(2012).
Robust Routing for Target Tracking in Quantized Sensor Networks. 1130-1135.
-
Nounou, M., Nounou, H., Meskin, N., & Datta, A.
(2012).
Wavelet-based Multiscale Filtering of Genomic Data. 804-809.
-
Meskin, N., Nounou, H., Nounou, M., Datta, A., & Dougherty, E. R.
(2012).
Output-Feedback Model Predictive Control of Biological Phenomena Modeled by S-Systems. Proceedings of the ... American Control Conference. American Control Conference.
1979-1984.
-
Noor, A., Serpedin, E., Nounou, M., Nounou, H., Mohamed, N., & Chouchane, L.
(2012).
Information Theoretic Methods for Modeling of Gene Regulatory Networks. 418-423.
-
Nounou, H. N., & Nounou, M. N.
(2012).
Adaptive Control of Nonlinear Time-Delay Systems and Application to a Chemical Reactor. 1-6.
-
Al-Jehani, N. A., Nounou, H. N., & Nounou, M. N.
(2012).
Fuzzy Control of a CSTR Process. 1-6.
-
Noor, A., Serpedin, E., Nounou, M., & Nounou, H.
(2012).
INFERRING GENE REGULATORY NETWORKS WITH NONLINEAR MODELS VIA EXPLOITING SPARSITY. Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing / sponsored by the Institute of Electrical and Electronics Engineers Signal Processing Society. ICASSP (Conference).
725-728.
-
Noor, A., Serpedin, E., Nounout, M., & Nounou, H.
(2011).
A Cubature Kalman Filter Approach for Inferring Gene Regulatory Networks Using Time Series Data. IEEE International Workshop on Genomic Signal Processing and Statistics : [proceedings]. IEEE International Workshop on Genomic Signal Processing and Statistics.
25-28.
-
Mansouri, M., Khoukhi, L., Nounou, H., & Nounou, M.
(2011).
Genetic Algorithm Optimization for Quantized Target Tracking in Wireless Sensor Networks. 1-6.
-
Meskin, N., Nounou, H., Nounou, M., Datta, A., & Dougherty, E. R.
(2011).
Parameter Estimation of Biological Phenomena Modeled by S-systems: An Extended Kalman Filter Approach. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
4424-4429.
-
Meskin, N., Nounou, H., Nounou, M., Datta, A., & Dougherty, E. R.
(2011).
Intervention in Biological Phenomena Modeled by S-Systems: A Model Predictive Control Approach. Proceedings of the ... American Control Conference. American Control Conference.
3519-3523.
-
Hadd, S., Nounou, H., & Nounou, M.
(2010).
Feedback stabilizability of infinite dimensional neutral systems. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
702-707.
-
Ahmad, A., Noor, A., Serpedin, E., Nounou, H., & Nounou, M.
(2010).
On Clock Offset Estimation in Wireless Sensor Networks with Weibull Distributed Network Delays. International Conference on Pattern Recognition.
2322-2325.
-
Al-Sulaiti, M. K., Abu-Rub, H., Nounou, H., Al-Khuleifi, A., Al-Motawa, A., & Iqbal, A.
(2009).
INDUCTION MOTOR DRIVE SYSTEM WITH ADAPTIVE FUZZY LOGIC CONTROLLER. IFAC-PapersOnLine.
97-102.
-
Hadd, S., Boulite, S., Nounou, H., & Nounou, M.
(2009).
On the admissibility of control operators for perturbed semigroups and application to time-delay systems. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
3400-3405.
-
Boulite, S., Hadd, S., Nounou, H., & Nounou, M.
(2009).
The PI-Controller for infinite dimensional linear systems in Banach state spaces. Proceedings of the ... American Control Conference. American Control Conference.
3095-+.
-
Nounou, H. N., & Nounou, M. N.
(2008).
Resilient Adaptive Control of Uncertain Time-Delay Systems - A Delay-Dependent Approach. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
4001-4006.
-
Nounou, M. N., & Nounou, H. N.
(2007).
Multiscale Nonlinear System Identification. IEEE Conference on Decision and Control.
5755-5760.
-
Nounou, H. N., & Nounou, M. N.
(2007).
Resilient Delay-Dependent Adaptive Control of Uncertain Time-Delay Systems. IEEE Conference on Decision and Control.
909-914.
-
Rehman, H., & Nounou, H. N.
(2007).
Performance enhancement of field oriented AC drives using adaptive controllers. 1246-+.
-
Nounou, H. N.
(2006).
Delay-dependent adaptive control of uncertain time-delay systems. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
2795-2800.
-
Nounou, H. N.
(2005).
Multiscale fuzzy state estimation using stationary wavelet transforms. IEEE Conference on Decision and Control.
3249-3254.
-
Nounou, M. N., & Nounou, H. N.
(2004).
Enhanced prediction accuracy of fuzzy models using multiscale estimation. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
5170-5175.
-
Nounou, H. N.
(2003).
Adapting the direction of the search vector for direct adaptive continuous-time nonlinear systems. IEEE Conference on Decision and Control.
2890-2895.
-
Nounou, H. N., & Passino, K. M.
(2001).
Stable auto-tuning of the adaptation gain for continuous-time nonlinear systems. IEEE Conference on Decision and Control.
2037-2042.
-
Nounou, H. N., & Passino, K. M.
(2001).
Stable auto-tuning of the direction of descent for gradient-based nonlinear adaptive control systems. Proceedings of the ... American Control Conference. American Control Conference.
600-605.
-
Nounou, H. N., & Passino, K. M.
(2000).
Stable auto-tuning of the adaptation gain for direct adaptive control. Proceedings of the ... American Control Conference. American Control Conference.
2154-2158.
-
Nounou, H. N., & Passino, K. M.
(2000).
Stable auto-tuning of the adaptation gain for indirect adaptive control. Proceedings of the ... American Control Conference. American Control Conference.
2159-2163.
-
Nounou, H. N., & Passino, K. M.
(1999).
Fuzzy model predictive control: techniques, stability issues, and examples. Proceedings. 5th IEEE International Symposium on Intelligent Control 1990.
423-428.
-
Sheriff, M. Z., Nounou, M. N., Rahman, M. A., Hassan, I., & Nounou, H. N.
(2023).
Classification of Sensor Measurements From Non-Newtonian Fluids Using Batch and Online Analysis of Data
-
institutional repository document
-
Fezai, R., Malluhi, B., Basha, N., Ibrahim, G., Choudhury, H., Challiwala, M., ... Nounou, M.
(2023).
Bayesian Optimization of Multiscale Kernel Principal Component Analysis and its Application to Model Gas-To-Liquid (GTL) Process Data
-
Mansouri, M., Dhibi, K., Bouzrara, K., Nounou, H., & Nounou, M.
(2022).
Reduced Neural Network Based Ensemble Approach for Fault Detection and Diagnosis of Wind Energy Converter Systems
-
Fezai, R., Malluhi, B., Basha, N., Ibrahim, G., Choudhury, H., Challiwala, M., ... Nounou, M.
(2023).
Bayesian Optimization of Multiscale Kernel Principal Component Analysis and its Application to Model Gas-To-Liquid (GTL) Process Data
Research
principal investigator on
Teaching
teaching activities
- CHEN399 Mid-curr Prof Development Instructor
- CHEN691 Research Instructor
- ECEN420 Linear Conrol Systems Instructor
- ECEN421 Digital Control System Instructor
- ECEN491 Hnr-research Instructor
- ECEN691 Research Instructor
Works By Students
chaired theses and dissertations
-
Ahmad, Aitzaz 1984- (2012-11). Timing Synchronization and Node Localization in Wireless Sensor Networks: Efficient Estimation Approaches and Performance Bounds.
-
Haque, Md. Alamgir Mojibul (2016-07). Enhanced Monitoring Using Multiscale Exponentially Weighted Moving Average Control Charts.
-
Qaraqe, Marwa Khalid (2016-02). Patient-Specific Epileptic Seizure Onset Detection via Fused Eeg and Ecg Signals.
-
Wajid, Bilal (2015-06). Information Theory, Graph Theory and Bayesian Statistics based improved and robust methods in Genome Assembly.
Background
education and training
- Ph.D. in Electrical Engineering, The Ohio State University - (Columbus, Ohio, United States) 2000
- M.S. in Electrical Engineering, The Ohio State University - (Columbus, Ohio, United States) 1997
- B.S. in Electrical Engineering, Texas A&M University - (College Station, Texas, United States) 1995
Contact
first name
- Hazem
has last name
- Nounou
mailing address
-
Texas A&M University
Qatar Campus
4251 TAMUQ
College Station, TX 77843-4251
USA
Other
- hazem.nounou@qatar.tamu.edu