HR job title
- Professor
- Contact Info
- 1 979 845 2297
Nounou, Mohamed Professor
Positions
- Faculty Affiliate, Energy Institute, Texas A&M Engineering Experiment Station (TEES)
- Professor, Chemical Engineering (Qatar), Texas A&M University at Qatar
Dr. Nounou's research interests are in the area of process systems engineering with a particular emphasis on process modeling, estimation, fault detection, and control. The algorithms and tools developed in Dr. Nounou's research are utilized in many applications to improve the operation of various chemical, environmental, biological, and electrical systems.
- Overview
- Publications
- Research
- Teaching
- Works By Students
- Background
- Contact
- Other
- View All
Overview
Publications
selected publications
-
academic article
-
Malluhi, B., Fezai, R., Kravaris, C., Nounou, H., Al-Rawashdeh, M., & Nounou, M.
(2024).
Guided experimental design for static nonparametric modeling. Chemical Engineering Science (CES).
298, 120327-120327.
-
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.
-
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.
-
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.
-
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.
-
Baklouti, I., Mansouri, M., Ben Hamida, A., Nounou, H. N., & Nounou, M.
(2021).
Enhanced operation of wastewater treatment plant using state estimation-based fault detection strategies. International Journal of Control.
94(2), 300-311.
-
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.
-
Harkat, M., Mansouri, M., Nounou, M., & Nounou, H.
(2019).
Fault detection of uncertain nonlinear process using interval-valued data-driven approach. Chemical Engineering Science (CES).
205, 36-45.
-
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.
-
Fezai, R., Mansouri, M., Trabelsi, M., Hajji, M., Nounou, H., & Nounou, M.
(2019).
Online reduced kernel GLRT technique for improved fault detection in photovoltaic systems. Energy.
179, 1133-1154.
-
Harkat, M., Mansouri, M., Nounou, M. N., & Nounou, H. N.
(2019).
Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test. 490, 265-284.
-
Mansouri, M., AlKhazraji, A., Teh, S. Y., Harkat, M., Nounou, H., & Nounou, M.
(2019).
Monitoring biological processes using univariate statistical process control. Canadian Journal of Chemical Engineering.
97(4), 859-868.
-
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.
-
Fazai, R., Mansouri, M., Abodayeh, K., Nounou, H., & Nounou, M.
(2019).
Online reduced kernel PLS combined with GLRT for fault detection in chemical systems. Process Safety and Environmental Protection: Transactions of the Institution of Chemical Engineers, Part B.
128, 228-243.
-
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.
-
Mansouri, M., Harkat, M. F., Teh, S. Y., Alkhazraji, A., Nounou, H., & Nounou, M.
(2018).
Modelbased and datadriven with multiscale sum of squares double EWMA control chart for fault detection in biological systems. Journal of Chemometrics.
32(12), e3068-e3068.
-
Mansouri, M., Hajji, M., Trabelsi, M., Alkhazraji, A., Harkat, M. F., Nounou, H., & Nounou, M.
(2018).
Enhanced generalized likelihood ratio test for failure detection in photovoltaic systems. International Transactions on Electrical Energy Systems.
28(12), e2640-e2640.
-
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.
-
Sheriff, M. Z., & Nounou, M. N.
(2017).
Improved Fault Detection and Process Safety Using Multiscale Shewhart Charts. Journal of Chemical Engineering and Process Technology.
8(2), 1-12.
-
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.
-
Harrou, F., & Nounou, M. N.
(2014).
Monitoring linear antenna arrays using an exponentially weighted moving average-based fault detection scheme. Systems Science and Control Engineering.
2(1), 433-443.
-
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.
-
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, M. N., & Nounou, H. N.
(2007).
Improving the prediction and parsimony of ARX models using multiscale estimation. Applied Soft Computing.
7(3), 711-721.
-
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.
-
Nounou, H. N., & Nounou, M. N.
(2006).
Multiscale fuzzy Kalman filtering. Engineering Applications of Artificial Intelligence.
19(5), 439-450.
-
Nounou, M. N.
(2006).
Multiscale finite impulse response modeling. Engineering Applications of Artificial Intelligence.
19(3), 289-304.
-
Nounou, M. N.
(2006).
Dealing with collinearity in finite impulse response models using Bayesian shrinkage. Industrial & Engineering Chemistry Research.
45(1), 292-298.
-
Nounou, M. N., & Nounou, H. N.
(2005).
Multiscale fuzzy system identification. Journal of Process Control.
15(7), 763-770.
-
Nounou, M. N., Bakshi, B. R., Goel, P. K., & Shen, X. T.
(2002).
Bayesian principal component analysis. Journal of Chemometrics.
16(11), 576-595.
-
Nounou, M. N., Bakshi, B. R., Goel, P. K., & Shen, X. T.
(2002).
Process modeling by Bayesian latent variable regression. AIChE Journal.
48(8), 1775-1793.
-
Bakshi, B. R., Nounou, M. N., Goel, P. K., & Shen, X. T.
(2001).
Multiscale Bayesian rectification of data from linear steady-state and dynamic systems without accurate models. Industrial & Engineering Chemistry Research.
40(1), 261-274.
-
Nounou, M. N., & Bakshi, B. R.
(2000).
Multiscale Methods for Denoising and Compression. Data Handling in Science and Technology.
22(C), 119-150.
-
Nounou, M. N., & Bakshi, B. R.
(1999).
On-line multiscale filtering of random and gross errors without process models. AIChE Journal.
45(5), 1041-1058.
-
Bakshi, B. R., Bansal, P., & Nounou, M. N.
(1997).
Multiscale rectification of random errors without fundamental process models. Computers and Chemical Engineering.
21(SUPPL.1), S1167-S1172.
-
Nounou, M. N., Nounou, H. N., & Abdel-Wahab, A.
Improved Estimation of the Langmuir Adsorption Isotherm Using Multiscale Filtering. Separation Science and Technology.
44(11), 2510-2525.
-
Malluhi, B., Fezai, R., Kravaris, C., Nounou, H., Al-Rawashdeh, M., & Nounou, M.
(2024).
Guided experimental design for static nonparametric modeling. Chemical Engineering Science (CES).
298, 120327-120327.
-
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.
-
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.
-
Nounou, M. N., & Bakshi, B. R.
(2000).
Chapter 5 Multiscale methods for denoising and compression. Data Handling in Science and Technology.
Wavelets in Chemistry.
(pp. 119-150).
Elsevier.
-
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
-
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.
-
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., Harkat, M., Hamida, A. B., Nounou, H., & Nounou, M.
(2018).
Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes. 2663-2668.
-
Baklouti, I., Mansouri, M., Hamida, A. B., Nounou, H., & Nounou, M.
(2018).
Max-Double Adaptive EWMA for Fault Detection of Wastewater Treatment Plants. Proceedings of IEEE/ACS International Conference on Computer Systems and Applications, AICCSA.
1-6.
-
Baklouti, I., Mansouri, M., Hamida, A. B., Nounou, H., & Nounou, M.
(2018).
Novel Fault Detection Approach of Biological Wastewater Treatment Plants. 2669-2674.
-
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.
-
Fazai, R., Mansouri, M., Taouali, O., Harkat, M., Bouguila, N., & Nounou, M.
(2018).
Fault Detection of the Tennessee Eastman Process using Online Reduced Kernel PCA*. 2697-2702.
-
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.
-
Botre, C., Mansouri, M., Nounou, H., Nounou, M., & Karim, M. N.
(2017).
Multiscale based nonlinear fault detection of industrial processes. 129-143.
-
Baklouti, R., Ben Hamida, A., Mansouri, M., & Nounou, M. N.
(2016).
Fault Detection of an Air Quality Monitoring Network. 229-233.
-
Sheriff, M. Z., & Nounou, M. N.
(2016).
Enhanced Performance of Shewhart charts using Multiscale Representation. Proceedings of the ... American Control Conference. American Control Conference.
6923-6928.
-
Harrou, F., Nounou, M. N., & Nounou, H. N.
(2016).
Fault Detection in Processes Represented by PLS Models using an EWMA Control Scheme. 152-157.
-
Baklouti, R., Mansouri, M., Nounou, M., Messaoud, Z. B., & Hamida, A. B.
(2016).
Generalized Hebbian Algorithm for Fault Detection of CSTR Model. 421-424.
-
Baklouti, I., Mansouri, M., Nounou, M., Jaoua, N., & Hamida, A. B.
(2016).
States and Parameters Estimation for Biomass Substrate Hypothetical System. 567-570.
-
Sheriff, M. Z., Karim, M. N., & Nounou, M.
(2016).
Fault detection using multiscale shewhart charts: Algorithm and applications. 231-248.
-
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.
-
Sheriff, M. Z., Harrou, F., & Nounou, M.
(2014).
Univariate Process Monitoring Using Multiscale Shewhart Charts. 435-440.
-
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.
-
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-+.
-
Farhat, K. K., Nounou, M. N., & Abdel-Wahab, A.
(2008).
Sensitivity analysis of adsorption isotherms subject to measurement noise in the data
-
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.
-
Farhat, K. K., Nounou, M. N., & Abdel-Wahab, A.
(2008).
Sensitivity analysis of adsorption isotherms subject to measurement noise in the data
-
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.
-
Nounou, M. N., & Nounou, H. N.
(2007).
Multiscale nonlinear system identification. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
1864-+.
-
Nounou, H. N., & Nounou, M. N.
(2007).
Resilient 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.
1616-1621.
-
Nounou, M. N.
(2006).
Enhanced state estimation using multiscale Kalman filtering. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
1679-1684.
-
Nounou, M. N.
(2006).
Multiscale ARX process Modeling. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
823-828.
-
Nounou, M. N.
(2005).
Dealing with Collinearity in FIR models using Multiscale Estimation. 8162-8167.
-
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, M. N.
(2003).
Empirical Bayesian finite impulse response modeling. IEEE Conference on Decision and Control.
6480-6484.
-
Nounou, M. N., Bakshi, B. R., Goel, P. K., & Shen, X. T.
(2001).
Improving Principal Component Analysis using Bayesian estimation. Proceedings of the ... American Control Conference. American Control Conference.
3666-3671.
-
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.
-
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
- Enhanced Monitoring using Statistical Fault Detection Methods and Applications to Photovoltaic Systems and Genomic Data awarded by Qatar National Research Fund - (Doha, Qatar) 2017 - 2020
- Enhanced Monitoring of Environmental and Chemical Processes awarded by Qatar National Research Fund - (Doha, Qatar) 2015 - 2018
Teaching
teaching activities
- CHEN323 Chem Engr Heat Ops Instructor
- CHEN399 Mid-curr Prof Development Instructor
- CHEN461 Process Dynamics & Cntrl Instructor
- CHEN491 Hnr-research Instructor
- CHEN604 Chen Process Analy I Instructor
- CHEN691 Research Instructor
- CHEN691 Research Instructor
- ITDE691 Research Instructor
Works By Students
chaired theses and dissertations
-
Haque, Md. Alamgir Mojibul (2016-07). Enhanced Monitoring Using Multiscale Exponentially Weighted Moving Average Control Charts.
-
Noor, Amina (2012-10). Modeling Gene Regulatory Networks from Time Series Data using Particle Filtering.
-
Noor, Amina (2013-12). Efficient and Robust Algorithms for Statistical Inference in Gene Regulatory Networks.
-
Sheriff, Mohammed Ziyan (2015-06). Improved Shewhart Chart Using Multiscale Representation.
Background
education and training
- Ph.D. in Chemical Engineering, The Ohio State University - (Columbus, Ohio, United States) 2000
- M.S. in Chemical Engineering, The Ohio State University - (Columbus, Ohio, United States) 1997
- B.S. in Chemical Engineering, Texas A&M University - (College Station, Texas, United States) 1995
awards and honors
- Student Organization Advisor of the Year Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2016
- Chemical Engineering Faculty of the Year Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2016
- Student Organization Advisor of the Year Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2014
- Chemical Engineering Faculty of the Year Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2014
- Faculty Excellence Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2013
- Chemical Engineering Faculty of the Year Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2013
- Senior Member, conferred by Institute of Electrical and Electronics Engineers - (Piscataway, New Jersey, United States), 2008
- AIChE Chapter Appreciation Award, conferred by Texas A&M University at Qatar - (Doha, Qatar), 2008
Contact
first name
- Mohamed
has last name
- Nounou
mailing address
-
Texas A&M University
Qatar Campus
4251 TAMUQ
College Station, TX 77843-4251
USA
Other
- mohamed.nounou@tamu.edu