Improved Machine Learning for Multiclass Fault Classification in Industrial Processes.

Mohamed N. Nounou

Khaled Dhibi Radhia Fezai Nour Basha Gasim Ibrahim Hanif A. Choudhury Mohamed S. Challiwala Byanne Malluhi Hazem N. Nounou Nimir O. Elbashir Mohamed N. Nounou Improved Machine Learning for Multiclass Fault Classification in Industrial Processes. 211747-211764 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3633702 db/journals/access/access13.html#DhibiFBICCMNEN25 streams/journals/access

Nour Basha Radhia Fezai Byanne Malluhi Khaled Dhibi Gasim Ibrahim Hanif A. Choudhury Mohamed S. Challiwala Hazem N. Nounou Nimir O. Elbashir Mohamed N. Nounou Advanced data-driven fault detection in gas-to-liquid plants. 109098 2025 198 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2025.109098 db/journals/cce/cce198.html#BashaFMDICCNEN25 streams/journals/cce

Lahcene Rouani Mohamed Faouzi Harkat Abdelmalek Kouadri Abderazak Bensmail Majdi Mansouri Mohamed N. Nounou Dynamic Interval-Valued PCA for Enhanced Fault Detection. 2911-2916 2024 CoDIT https://doi.org/10.1109/CoDIT62066.2024.10708428 conf/codit/2024 db/conf/codit/codit2024.html#RouaniHKBMN24 streams/conf/codit Amal Hichri Wajdi Saadaoui Mansour Hajji Majdi Mansouri Mohamed N. Nounou Kais Bouzrara Implementation of Genetic Algorithm Optimization based Artificial Neural Network on Raspberry Pi for Fault Diagnosis. 2995-3001 2024 CoDIT https://doi.org/10.1109/CoDIT62066.2024.10708329 conf/codit/2024 db/conf/codit/codit2024.html#HichriSHMNB24 streams/conf/codit Zahra Yahyaoui Wajdi Saadaoui Mansour Hajji Majdi Mansouri Mohamed N. Nounou Kais Bouzrara Raspberry Pi-Based Monitoring System for Grid-Connected PV Systems using Deep Learning Technique. 3002-3008 2024 CoDIT https://doi.org/10.1109/CoDIT62066.2024.10708554 conf/codit/2024 db/conf/codit/codit2024.html#YahyaouiSHMNB24 streams/conf/codit

Khaled Dhibi Majdi Mansouri Mohamed Trabelsi 0001 Kamaleldin Abodayeh Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Enhanced PSO-Based NN for Failures Detection in Uncertain Wind Energy Systems. 15763-15771 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3244838 db/journals/access/access11.html#DhibiMTABNN23

Nour Basha Costas Kravaris Hazem N. Nounou Mohamed N. Nounou Bayesian-optimized Gaussian process-based fault classification in industrial processes. 108126 2023 February 170 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2022.108126 db/journals/cce/cce170.html#BashaKNN23

Khaled Dhibi Majdi Mansouri Kamaleldin Abodayeh Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Interval-Valued Reduced Ensemble Learning Based Fault Detection and Diagnosis Techniques for Uncertain Grid-Connected PV Systems. 47673-47686 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3167147 db/journals/access/access10.html#DhibiMABNN22

Majdi Mansouri Khaled Dhibi Hazem N. Nounou Mohamed N. Nounou Interval-Valued SVM Based ABO for Fault Detection and Diagnosis of Wind Energy Conversion Systems. 130406-130414 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3229617 db/journals/access/access10.html#MansouriDNN22

Byanne Malluhi Hazem N. Nounou Mohamed N. Nounou Enhanced Multiscale Principal Component Analysis for Improved Sensor Fault Detection and Isolation. 5564 2022 22 Sensors 15 https://doi.org/10.3390/s22155564 db/journals/sensors/sensors22.html#MalluhiNN22

Khaled Dhibi Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Uncertain Fault Diagnosis of Grid-Connected PV Systems based Improved Data-Driven Paradigms. 835-840 2022 SSD https://doi.org/10.1109/SSD54932.2022.9955664 conf/IEEEssd/2022 db/conf/IEEEssd/ssd2022.html#DhibiMBNN22 Khaled Dhibi Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Reduced KPCA based Ensemble Learning Approach for Fault Diagnosis of Grid-Connected PV Systems. 841-845 2022 SSD https://doi.org/10.1109/SSD54932.2022.9955929 conf/IEEEssd/2022 db/conf/IEEEssd/ssd2022.html#DhibiMBNN22a Amal Hichri Mansour Hajji Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Deep Learning based Fault Diagnosis in a Grid-Connected Photovoltaic Systems. 1150-1155 2022 SSD https://doi.org/10.1109/SSD54932.2022.9955779 conf/IEEEssd/2022 db/conf/IEEEssd/ssd2022.html#HichriHMBNN22 Amal Hichri Majdi Mansouri Mansour Hajji Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Fault Classification using Deep Learning in a Grid-Connected Photovoltaic Systems. 1312-1317 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9804132 conf/codit/2022 db/conf/codit/codit2022.html#HichriMHBNN22 Khadija Attouri Majdi Mansouri Mansour Hajji Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Effective Fault Diagnosis in Grid Connected Photovoltaic Systems Using Multiscale PCA based Artificial Neural Network Technique. 1318-1323 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9804046 conf/codit/2022 db/conf/codit/codit2022.html#AttouriMHBNN22 Khaled Dhibi Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Improved Ensemble Approach for Fault Diagnosis of Wind Energy Conversion Systems. 1324-1329 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9803918 conf/codit/2022 db/conf/codit/codit2022.html#DhibiMBNN22 Khaled Dhibi Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Enhanced Recurrent Neural Network for Fault Diagnosis of Uncertain Wind Energy Conversion Systems. 1330-1335 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9804119 conf/codit/2022 db/conf/codit/codit2022.html#DhibiMBNN22a Manel Marweni Radhia Fezai Mansour Hajji Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Efficient Fault Detection and Diagnosis in Photovoltaic System Using Deep Learning Technique. 1336-1341 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9804082 conf/codit/2022 db/conf/codit/codit2022.html#MarweniFHMBNN22 Zahra Yahyaoui Mansour Hajji Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou Kernel PCA based BiLSTM for Fault Detection and Diagnosis for Wind Energy Converter Systems. 1342-1347 2022 CoDIT https://doi.org/10.1109/CoDIT55151.2022.9803902 conf/codit/2022 db/conf/codit/codit2022.html#YahyaouiHMBNN22

Khaled Dhibi Radhia Fezai Majdi Mansouri Mohamed Trabelsi 0001 Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou A Hybrid Fault Detection and Diagnosis of Grid-Tied PV Systems: Enhanced Random Forest Classifier Using Data Reduction and Interval-Valued Representation. 64267-64277 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3074784 db/journals/access/access9.html#DhibiFMTBNN21

Majdi Mansouri Mohamed Trabelsi 0001 Hazem N. Nounou Mohamed N. Nounou Deep Learning-Based Fault Diagnosis of Photovoltaic Systems: A Comprehensive Review and Enhancement Prospects. 126286-126306 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3110947 db/journals/access/access9.html#MansouriTNN21

Khaled Dhibi Majdi Mansouri Kais Bouzrara Hazem N. Nounou Mohamed N. Nounou An Enhanced Ensemble Learning-Based Fault Detection and Diagnosis for Grid-Connected PV Systems. 155622-155633 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3128749 db/journals/access/access9.html#DhibiMBNN21

Mansour Hajji Mohamed Faouzi Harkat Abdelmalek Kouadri Kamaleldin Abodayeh Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Multivariate feature extraction based supervised machine learning for fault detection and diagnosis in photovoltaic systems. 313-321 2021 59 Eur. J. Control https://doi.org/10.1016/j.ejcon.2020.03.004 db/journals/ejcon/ejcon59.html#HajjiHKAMNN21

Imen Baklouti Majdi Mansouri Ahmed Ben Hamida Hazem Numan Nounou Mohamed N. Nounou Enhanced operation of wastewater treatment plant using state estimation-based fault detection strategies. 300-311 2021 94 Int. J. Control 2 https://doi.org/10.1080/00207179.2019.1590735 db/journals/ijcon/ijcon94.html#BakloutiMHNN21

Radhia Fezai Majdi Mansouri Kamaleldin Abodayeh Hazem N. Nounou Mohamed N. Nounou Vicenç Puig Kais Bouzrara Online statistical hypothesis test for leak detection in water distribution networks. 8665-8681 2021 40 J. Intell. Fuzzy Syst. 5 https://doi.org/10.3233/JIFS-191524 db/journals/jifs/jifs40.html#FezaiMANNPB21

Radhia Fezai Kamaleldin Abodayeh Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Fault diagnosis of biological systems using improved machine learning technique. 515-528 2021 12 Int. J. Mach. Learn. Cybern. 2 https://doi.org/10.1007/s13042-020-01184-6 db/journals/mlc/mlc12.html#FezaiAMNN21

Khaled Dhibi Radhia Fezai Kais Bouzrara Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Mohamed Trabelsi 0001 Enhanced RF for Fault Detection and Diagnosis of Uncertain PV systems. 103-108 2021 SSD https://doi.org/10.1109/SSD52085.2021.9429418 conf/IEEEssd/2021 db/conf/IEEEssd/ssd2021.html#DhibiFBMNN021 Radhia Fezai Kais Bouzrara Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Mohamed Trabelsi 0001 Reduced GPR based RF Approach for Fault Diagnosis of Wind Energy Conversion Systems. 595-600 2021 SSD https://doi.org/10.1109/SSD52085.2021.9429509 conf/IEEEssd/2021 db/conf/IEEEssd/ssd2021.html#FezaiBMNN021 Radhia Fezai Kais Bouzrara Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Mohamed Trabelsi 0001 Random forest-based nonlinear improved feature extraction and selection for fault classification. 601-606 2021 SSD https://doi.org/10.1109/SSD52085.2021.9429351 conf/IEEEssd/2021 db/conf/IEEEssd/ssd2021.html#FezaiBMNN021a Radhia Fezai Kais Bouzrara Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Vicenç Puig A Novel Leak Detection Approach in Water Distribution Networks. 607-612 2021 SSD https://doi.org/10.1109/SSD52085.2021.9429340 conf/IEEEssd/2021 db/conf/IEEEssd/ssd2021.html#FezaiBMNNP21 M. Ziyan Sheriff M. Nazmul Karim Costas Kravaris Hazem N. Nounou Mohamed N. Nounou Improved Multiscale Multivariate Process Monitoring Methods. 3614-3619 2021 ACC https://doi.org/10.23919/ACC50511.2021.9483359 conf/amcc/2021 db/conf/amcc/amcc2021.html#SheriffKKNN21

Radhia Fezai Kamaleldin Abodayeh Majdi Mansouri Abdelmalek Kouadri Mohamed Faouzi Harkat Hazem N. Nounou Mohamed N. Nounou Hassani Messaoud Reliable Fault Detection and Diagnosis of Large-Scale Nonlinear Uncertain Systems Using Interval Reduced Kernel PLS. 78343-78353 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.2989917 db/journals/access/access8.html#FezaiAMKHNNM20

Majdi Mansouri Radhia Fezai Mohamed Trabelsi 0001 Mansour Hajji Mohamed Faouzi Harkat Hazem N. Nounou Mohamed N. Nounou Kais Bouzrara A Novel Fault Diagnosis of Uncertain Systems Based on Interval Gaussian Process Regression: Application to Wind Energy Conversion Systems. 219672-219679 2020 8 IEEE Access https://doi.org/10.1109/ACCESS.2020.3042101 db/journals/access/access8.html#MansouriFTHHNNB20

Nour Basha M. Ziyan Sheriff Costas Kravaris Hazem N. Nounou Mohamed N. Nounou Multiclass data classification using fault detection-based techniques. 106786 2020 136 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2020.106786 db/journals/cce/cce136.html#BashaSKNN20

Radhia Fezai Majdi Mansouri Kamaleldin Abodayeh Hazem N. Nounou Mohamed N. Nounou Hassani Messaoud Partial kernel PCA-based GLRT for fault diagnosis of nonlinear processes. 4829-4843 2020 38 J. Intell. Fuzzy Syst. 4 https://doi.org/10.3233/JIFS-191525 db/journals/jifs/jifs38.html#FezaiMANNM20

Amal Hichri Mansour Hajji Majdi Mansouri Mohamed Faouzi Harkat Abdelmalek Kouadri Hazem N. Nounou Mohamed N. Nounou Fault detection and diagnosis in grid-connected photovoltaic systems. 201-206 2020 SSD https://doi.org/10.1109/SSD49366.2020.9364235 conf/IEEEssd/2020 db/conf/IEEEssd/ssd2020.html#HichriHMHKNN20 Khadija Attouri Mansour Hajji Majdi Mansouri Mohamed Faouzi Harkat Abdelmalek Kouadri Hazem N. Nounou Mohamed N. Nounou Fault detection in photovoltaic systems using machine learning technique. 207-212 2020 SSD https://doi.org/10.1109/SSD49366.2020.9364094 conf/IEEEssd/2020 db/conf/IEEEssd/ssd2020.html#AttouriHMHKNN20 Zahra Yahyaoui Mansour Hajji Majdi Mansouri Mohamed Faouzi Harkat Abdelmalek Kouadri Hazem N. Nounou Mohamed N. Nounou Efficient fault detection and diagnosis of wind energy converter systems. 213-218 2020 SSD https://doi.org/10.1109/SSD49366.2020.9364142 conf/IEEEssd/2020 db/conf/IEEEssd/ssd2020.html#YahyaouiHMHKNN20 Lamia Belguesmi Mansour Hajji Majdi Mansouri Mohamed Faouzi Harkat Abdelmalek Kouadri Hazem N. Nounou Mohamed N. Nounou Machine learning approaches for fault detection and diagnosis of induction motors. 692-698 2020 SSD https://doi.org/10.1109/SSD49366.2020.9364240 conf/IEEEssd/2020 db/conf/IEEEssd/ssd2020.html#BelguesmiHMHKNN20 Marwa Chaabane 0002 Ahmed Ben Hamida Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Enhanced data-driven Damage Detection for Structural Health Monitoring Systems. 1-6 2020 ATSIP https://doi.org/10.1109/ATSIP49331.2020.9231646 conf/atsip/2020 db/conf/atsip/atsip2020.html#0002HMNN20 Raoudha Baklouti Ahmed Ben Hamida Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou EWMA Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes. 1-6 2020 ATSIP https://doi.org/10.1109/ATSIP49331.2020.9231545 conf/atsip/2020 db/conf/atsip/atsip2020.html#BakloutiHMNN20 Imen Baklouti Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Ahmed Ben Hamida Fault Detection in Waste Water Treatment Plants using Improved Particle Filter-based Optimized EWMA. 1-6 2020 ATSIP https://doi.org/10.1109/ATSIP49331.2020.9231954 conf/atsip/2020 db/conf/atsip/atsip2020.html#BakloutiMNNH20

Radhia Fazai Majdi Mansouri Kamal Abodayeh Vicenç Puig M.-I. Noori Raouf Hazem N. Nounou Mohamed N. Nounou Multiscale Gaussian process regression-based generalized likelihood ratio test for fault detection in water distribution networks. 474-491 2019 85 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2019.07.007 https://www.wikidata.org/entity/Q127469246 db/journals/eaai/eaai85.html#FazaiMAPRNN19

Mohamed Faouzi Harkat Majdi Mansouri Mohamed N. Nounou Hazem N. Nounou Fault detection of uncertain chemical processes using interval partial least squares-based generalized likelihood ratio test. 265-284 2019 490 Inf. Sci. https://doi.org/10.1016/j.ins.2019.03.068 db/journals/isci/isci490.html#HarkatMNN19

Majdi Mansouri Mohamed N. Nounou Hazem N. Nounou Multiscale Kernel PLS-Based Exponentially Weighted-GLRT and Its Application to Fault Detection. 49-58 2019 3 IEEE Trans. Emerg. Top. Comput. Intell. 1 https://doi.org/10.1109/TETCI.2017.2769111 db/journals/tetci/tetci3.html#MansouriNN19

Radhia Fezai Kamaleldin Abodayeh Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Diagnosis of nonlinear systems using reduced kernel principal component analysis. 1-6 2019 ICCAD https://doi.org/10.1109/ICCAD46983.2019.9037905 conf/iccad2/2019 db/conf/iccad2/iccad2019.html#FezaiAMNN19 Radhia Fezai Majdi Mansouri Nasreddine Bouguila Hazem N. Nounou Mohamed N. Nounou Machine learning based Gaussian process regression for fault detection of Biological Systems. 174-179 2019 IINTEC https://doi.org/10.1109/IINTEC48298.2019.9112139 conf/iintec/2019 db/conf/iintec/iintec2019.html#FezaiMBNN19 Radhia Fezai Majdi Mansouri Nasreddine Bouguila Hazem N. Nounou Mohamed N. Nounou Reduced Gaussian process regression for fault detection of chemical processes. 186-191 2019 IINTEC https://doi.org/10.1109/IINTEC48298.2019.9112136 conf/iintec/2019 db/conf/iintec/iintec2019.html#FezaiMBNN19a Radhia Fazai Majdi Mansouri Kamal Abodayeh Mohamed Trabelsi 0001 Hazem N. Nounou Mohamed N. Nounou Machine Learning-Based Statistical Hypothesis Testing for Fault Detection. 38-43 2019 SysTol https://doi.org/10.1109/SYSTOL.2019.8864776 conf/systol/2019 db/conf/systol/systol2019.html#FazaiMATNN19 Radhia Fazai Majdi Mansouri Kamal Abodayeh Vicenç Puig Mohamed Selmi Hazem N. Nounou Mohamed N. Nounou Multiscale Gaussian Process Regression-Based GLRT for Water Quality Monitoring. 44-49 2019 SysTol https://doi.org/10.1109/SYSTOL.2019.8864788 conf/systol/2019 db/conf/systol/systol2019.html#FazaiMAPSNN19

Nour Basha Mohamed N. Nounou Hazem N. Nounou Multivariate fault detection and classification using interval principal component analysis. 1-9 2018 27 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2018.04.017 https://www.wikidata.org/entity/Q129908274 db/journals/jocs/jocs27.html#BashaNN18

M. Ziyan Sheriff M. Nazmul Karim Hazem N. Nounou Mohamed N. Nounou Process monitoring using PCA-based GLR methods: A comparative study. 227-246 2018 27 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2018.05.013 db/journals/jocs/jocs27.html#SheriffKNN18

Imen Baklouti Majdi Mansouri Ahmed Ben Hamida Hazem N. Nounou Mohamed N. Nounou Max-Double Adaptive EWMA for Fault Detection of Wastewater Treatment Plants. 1-6 2018 AICCSA https://doi.org/10.1109/AICCSA.2018.8612891 https://doi.ieeecomputersociety.org/10.1109/AICCSA.2018.8612891 conf/aiccsa/2018 db/conf/aiccsa/aiccsa2018.html#BakloutiMHNN18 Marwa Chaabane 0002 Ahmed Ben Hamida Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Improved shewhart chart for damage detection of structural health monitoring systems. 1-5 2018 ATSIP https://doi.org/10.1109/ATSIP.2018.8364484 conf/atsip/2018 db/conf/atsip/atsip2018.html#0002HMNN18 Raoudha Baklouti Ahmed Ben Hamida Majdi Mansouri Mohamed Faouzi Harkat Mohamed N. Nounou Hazem N. Nounou Effective monitoring of an air quality network. 1-4 2018 ATSIP https://doi.org/10.1109/ATSIP.2018.8364488 conf/atsip/2018 db/conf/atsip/atsip2018.html#BakloutiHMHNN18 Imen Baklouti Djmal Majdi Mansouri Mohamed N. Nounou Hazem N. Nounou Ahmed Ben Hamida Fault detection using UKF-based optimized EWMA method in wastewater treatment plant. 1-6 2018 ATSIP https://doi.org/10.1109/ATSIP.2018.8364489 conf/atsip/2018 db/conf/atsip/atsip2018.html#DjmalMNNH18 Raoudha Baklouti Majdi Mansouri Ahmed Ben Hamida Hazem N. Nounou Mohamed N. Nounou Improved Statistical Method Based Exponentially Weighted GLRT Chart and Its Application to Fault Detection. 703-708 2018 ECC https://doi.org/10.23919/ECC.2018.8550495 conf/eucc/2018 db/conf/eucc/eucc2018.html#BakloutiMHNN18 Radhia Fazai Majdi Mansouri Okba Taouali Mohamed Faouzi Harkat Nasreddine Bouguila Mohamed N. Nounou Fault Detection of the Tennessee Eastman Process using Online Reduced Kernel PCA. 2697-2702 2018 ECC https://doi.org/10.23919/ECC.2018.8550213 conf/eucc/2018 db/conf/eucc/eucc2018.html#FazaiMTHBN18 Marwa Chaabane 0002 Majdi Mansouri Ahmed Ben Hamida Hazem N. Nounou Mohamed N. Nounou Multiscale PLS-based Optimized EW-GLRT for Structural Damage Detection. 2965-2970 2018 ECC https://doi.org/10.23919/ECC.2018.8550281 conf/eucc/2018 db/conf/eucc/eucc2018.html#0002MHNN18 Mohamed Faouzi Harkat Tarek Ait Izem Frédéric Kratz Majdi Mansouri Mohamed N. Nounou Hazem N. Nounou Uncertain Dynamic Process Monitoring Using Moving Window PCA for Interval-Valued Data. 2018 DX https://ceur-ws.org/Vol-2289/paper4.pdf conf/safeprocess/2018dx db/conf/safeprocess/dx2018.html#HarkatIKMNN18 Raoudha Baklouti Ahmed Ben Hamida Majdi Mansouri Mohamed Faouzi Harkat Hazem N. Nounou Mohamed N. Nounou Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes. 2663-2668 2018 SMC https://doi.org/10.1109/SMC.2018.00455 conf/smc/2018 db/conf/smc/smc2018.html#BakloutiHMHNN18 Imen Baklouti Majdi Mansouri Ahmed Ben Hamida Hazem N. Nounou Mohamed N. Nounou Novel Fault Detection Approach of Biological Wastewater Treatment Plants. 2669-2674 2018 SMC https://doi.org/10.1109/SMC.2018.00456 conf/smc/2018 db/conf/smc/smc2018.html#BakloutiMHNN18 Raoudha Baklouti Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Mohamed Ben Slima Ahmed Ben Hamida Fault detection of chemical processes using KPCA-based GLRT technique. 1-6 2017 ATSIP https://doi.org/10.1109/ATSIP.2017.8075513 conf/atsip/2017 db/conf/atsip/atsip2017.html#BakloutiMNNSH17 Marwa Chaabane 0002 Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Mohamed Ben Slima Ahmed Ben Hamida Damage detection in structural health monitoring using kernel PLS based GLR. 1-5 2017 ATSIP https://doi.org/10.1109/ATSIP.2017.8075555 conf/atsip/2017 db/conf/atsip/atsip2017.html#ChaabaneMNNSH17 M. Ziyan Sheriff M. Nazmul Karim Mohamed N. Nounou Hazem N. Nounou Majdi Mansouri Fault detection of nonlinear systems using an improved KPCA method. 36-41 2017 CoDIT https://doi.org/10.1109/CoDIT.2017.8102563 conf/codit/2017 db/conf/codit/codit2017.html#SheriffKNNM17 M. Ziyan Sheriff M. Nazmul Karim Mohamed N. Nounou Hazem N. Nounou Majdi Mansouri Monitoring of chemical processes using improved multiscale KPCA. 49-54 2017 CoDIT https://doi.org/10.1109/CoDIT.2017.8102565 conf/codit/2017 db/conf/codit/codit2017.html#SheriffKNNM17a Majdi Mansouri Hazem N. Nounou Mohamed Faouzi Harkat Mohamed N. Nounou Fault detection of chemical processes using improved generalized likelihood ratio test. 1-5 2017 DSP https://doi.org/10.1109/ICDSP.2017.8096094 conf/icdsp/2017 db/conf/icdsp/icdsp2017.html#MansouriNHN17

Sofiane Khadraoui Fouzi Harrou Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A measurement-based control design approach for efficient cancer chemotherapy. 108-125 2016 333 Inf. Sci. https://doi.org/10.1016/j.ins.2015.11.026 db/journals/isci/isci333.html#KhadraouiHNNDB16

Sofiane Khadraoui Mohamed Amine Fnaiech Hazem N. Nounou Mohamed N. Nounou Jaroslaw Guzinski Haitham Abu-Rub Aniruddha Datta S. P. Bhattacharyya 0001 Measurement-based control approach for tuning PID controllers: application to induction machines. 179-196 2016 3 J. Control. Decis. 3 https://doi.org/10.1080/23307706.2016.1153436 db/journals/jcondec/jcondec3.html#KhadraouiFNNGAD16

Raoudha Baklouti Majdi Mansouri Mohamed N. Nounou Hazem N. Nounou Ahmed Ben Hamida Iterated Robust kernel Fuzzy Principal Component Analysis and application to fault detection. 34-49 2016 15 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2015.11.005 db/journals/jocs/jocs15.html#BakloutiMNNH16

M. Ziyan Sheriff Mohamed N. Nounou Enhanced performance of shewhart charts using multiscale representation. 6923-6928 2016 ACC https://doi.org/10.1109/ACC.2016.7526763 conf/amcc/2016 db/conf/amcc/acc2016.html#SheriffN16 Raoudha Baklouti Majdi Mansouri Mohamed N. Nounou Zaineb Ben Messaoud Ahmed Ben Hamida Generalized Hebbian Algorithm for fault detection of CSTR model. 421-424 2016 ATSIP https://doi.org/10.1109/ATSIP.2016.7523127 conf/atsip/2016 db/conf/atsip/atsip2016.html#BakloutiMNMH16 Imen Baklouti Majdi Mansouri Mohamed N. Nounou Nouha Jaoua Ahmed Ben Hamida States and parameters estimation for biomass substrate hypothetical system. 567-570 2016 ATSIP https://doi.org/10.1109/ATSIP.2016.7523145 conf/atsip/2016 db/conf/atsip/atsip2016.html#BakloutiMNJH16 Fouzi Harrou Mohamed N. Nounou Hazem N. Nounou Fault detection in processes represented by PLS models using an EWMA control scheme. 152-157 2016 CoDIT https://doi.org/10.1109/CoDIT.2016.7593552 conf/codit/2016 db/conf/codit/codit2016.html#HarrouNN16

Bilal Wajid Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou MARAGAP: a modular approach to reference assisted genome assembly pipeline. 226-250 2015 8 Int. J. Comput. Biol. Drug Des. 3 https://doi.org/10.1504/IJCBDD.2015.072073 db/journals/ijcbdd/ijcbdd8.html#WajidSNN15

Navid Mohsenizadeh Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya Linear circuits: a measurement-based approach. 205-232 2015 43 Int. J. Circuit Theory Appl. 2 https://doi.org/10.1002/cta.1934 db/journals/ijcta/ijcta43.html#MohsenizadehNND15

Majdi Mansouri Onur Avci Hazem N. Nounou Mohamed N. Nounou Parameter identification for nonlinear biological phenomena modeled by S-systems. 1-6 2015 SSD https://doi.org/10.1109/SSD.2015.7348187 conf/IEEEssd/2015 db/conf/IEEEssd/ssd2015.html#MansouriANN15 Majdi Mansouri Onur Avci Hazem N. Nounou Mohamed N. Nounou Iterated Square Root Unscented Kalman Filter for state estimation - CSTR model. 1-6 2015 SSD https://doi.org/10.1109/SSD.2015.7348243 conf/IEEEssd/2015 db/conf/IEEEssd/ssd2015.html#MansouriANN15a

Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A model-free design of reduced-order controllers and application to a DC servomotor. 2142-2149 2014 50 Autom. 8 https://doi.org/10.1016/j.automatica.2014.06.001 db/journals/automatica/automatica50.html#KhadraouiNNDB14

Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta State and parameter estimation for nonlinear biological phenomena modeled by S-systems. 1-17 2014 28 Digit. Signal Process. https://doi.org/10.1016/j.dsp.2014.01.012 db/journals/dsp/dsp28.html#MansouriNND14

Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Genetic Algorithm-based Adaptive Optimization for Target Tracking in Wireless Sensor Networks. 189-202 2014 74 J. Signal Process. Syst. 2 https://doi.org/10.1007/s11265-013-0758-y db/journals/vlsisp/vlsisp74.html#MansouriNN14

Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Improved particle filtering for state and parameter estimation- CSTR model. 1-6 2014 conf/IEEEssd/2014 SSD https://doi.org/10.1109/SSD.2014.6808794 db/conf/IEEEssd/ssd2014.html#MansouriNN14 Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou State estimation and application to induction machines - A comparative study. 1-6 2014 conf/IEEEssd/2014 SSD https://doi.org/10.1109/SSD.2014.6808792 db/conf/IEEEssd/ssd2014.html#MansouriNN14a Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou Kullback-Leibler divergence -based improved particle filter. 1-6 2014 conf/IEEEssd/2014 SSD https://doi.org/10.1109/SSD.2014.6808793 db/conf/IEEEssd/ssd2014.html#MansouriNN14b Amina Noor Aitzaz Ahmad Bilal Wajid Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou A Closed-Form Solution for Transcription Factor Activity Estimation Using Network Component Analysis. 196-207 2014 AlCoB https://doi.org/10.1007/978-3-319-07953-0_16 conf/alcob/2014 db/conf/alcob/alcob2014.html#NoorAWSNN14 M. Ziyan Sheriff Fouzi Harrou Mohamed N. Nounou Univariate process monitoring using multiscale Shewhart charts. 435-440 2014 CoDIT https://doi.org/10.1109/CoDIT.2014.6996933 conf/codit/2014 db/conf/codit/codit2014.html#SheriffHN14 Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta A data-based approach for designing adaptive controllers for unknown systems. 44-47 2014 ISCCSP https://doi.org/10.1109/ISCCSP.2014.6877812 conf/isccsp/2014 db/conf/isccsp/isccsp2014.html#KhadraouiNND14 Daniel N. Mohsenizadeh Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta A new measurement based approach to the study of biological systems. 48-52 2014 ISCCSP https://doi.org/10.1109/ISCCSP.2014.6877813 conf/isccsp/2014 db/conf/isccsp/isccsp2014.html#MohsenizadehNND14

Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Reverse Engineering Sparse Gene Regulatory Networks Using Cubature Kalman Filter and Compressed Sensing. 2013 2013 Adv. Bioinformatics https://doi.org/10.1155/2013/205763 https://www.wikidata.org/entity/Q36877079 db/journals/abi/abi2013.html#NoorSNN13 205763:1-205763:11

Mohamed N. Nounou Hazem N. Nounou Erchin Serpedin Aniruddha Datta Yufei Huang 0001 Computational and Statistical Approaches for Modeling of Proteomic and Genomic Networks. 2013 2013 Adv. Bioinformatics https://doi.org/10.1155/2013/561968 https://www.wikidata.org/entity/Q41459245 db/journals/abi/abi2013.html#NounouNSDH13 561968:1-561968:2

Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Nady Mohamed Lotfi Chouchane An Overview of the Statistical Methods Used for Inferring Gene Regulatory Networks and Protein-Protein Interaction Networks. 2013 2013 Adv. Bioinformatics https://doi.org/10.1155/2013/953814 https://www.wikidata.org/entity/Q41251926 db/journals/abi/abi2013.html#NoorSNNMC13 953814:1-953814:12

Amina Noor Aitzaz Ahmad Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou ROBNCA: robust network component analysis for recovering transcription factor activities. 2410-2418 2013 29 Bioinform. 19 https://doi.org/10.1093/bioinformatics/btt433 https://www.wikidata.org/entity/Q47791697 db/journals/bioinformatics/bioinformatics29.html#NoorASNN13

Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A measurement-based approach for designing reduced-order controllers with guaranteed bounded error. 1586-1596 2013 86 Int. J. Control 9 https://doi.org/10.1080/00207179.2013.791928 db/journals/ijcon/ijcon86.html#KhadraouiNNDB13

Majdi Mansouri Lyes Khoukhi Hazem N. Nounou Mohamed N. Nounou Secure and robust clustering for quantized target tracking in wireless sensor networks. 164-172 2013 15 J. Commun. Networks 2 https://doi.org/10.1109/JCN.2013.000029 db/journals/jcn/jcn15.html#MansouriKNN13

Mohamed N. Nounou Hazem N. Nounou Majdi Mansouri Model-based and model-free filtering of genomic data. 109-121 2013 2 Netw. Model. Anal. Health Informatics Bioinform. 3 https://doi.org/10.1007/s13721-013-0030-1 db/journals/netmahib/netmahib2.html#NounouNM13

Nader Meskin Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Parameter Estimation of Biological Phenomena: An Unscented Kalman Filter Approach. 537-543 2013 10 IEEE ACM Trans. Comput. Biol. Bioinform. 2 https://doi.org/10.1109/TCBB.2013.19 https://doi.ieeecomputersociety.org/10.1109/TCBB.2013.19 https://dl.acm.org/doi/10.1109/TCBB.2013.19 https://www.wikidata.org/entity/Q47821122 db/journals/tcbb/tcbb10.html#MeskinNND13

Davide Zennaro Aitzaz Ahmad Lorenzo Vangelista Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou Network-Wide Clock Synchronization via Message Passing with Exponentially Distributed Link Delays. 2012-2024 2013 61 IEEE Trans. Commun. 5 https://doi.org/10.1109/TCOMM.2013.021913.120595 db/journals/tcom/tcom61.html#ZennaroAVSNN13

Aitzaz Ahmad Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou Joint Node Localization and Time-Varying Clock Synchronization in Wireless Sensor Networks. 5322-5333 2013 12 IEEE Trans. Wirel. Commun. 10 https://doi.org/10.1109/TWC.2013.090413.130324 db/journals/twc/twc12.html#AhmadSNN13

Majdi Mansouri Mostefa Mohamed-Seghir Hazem N. Nounou Mohamed N. Nounou Haitham Abu-Rub States and parameters estimation in induction motor using Bayesian techniques. 1-6 2013 SSD https://doi.org/10.1109/SSD.2013.6564046 conf/IEEEssd/2013 db/conf/IEEEssd/ssd2013.html#MansouriMNNA13 Majdi Mansouri Mostefa Mohamed-Seghir Hazem N. Nounou Mohamed N. Nounou Haitham Abu-Rub Estimation of nonlinear control parameters in induction machine using particle filtering. 1-7 2013 SSD https://doi.org/10.1109/SSD.2013.6564095 conf/IEEEssd/2013 db/conf/IEEEssd/ssd2013.html#MansouriMNNA13a Majdi Mansouri Hazem N. Nounou Mohamed N. Nounou State estimation of a chemical reactor process model - A comparative study. 1-6 2013 SSD https://doi.org/10.1109/SSD.2013.6563998 conf/IEEEssd/2013 db/conf/IEEEssd/ssd2013.html#MansouriNN13 Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A measurement-based approach for tuning of reduced-order controllers. 3876-3881 2013 ACC https://doi.org/10.1109/ACC.2013.6580431 conf/amcc/2013 db/conf/amcc/acc2013.html#KhadraouiNNDB13 Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya Robust control design method for uncertain system using a set of measurements. 4325-4330 2013 ACC https://doi.org/10.1109/ACC.2013.6580505 conf/amcc/2013 db/conf/amcc/acc2013.html#KhadraouiNNDB13a Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya Design of reduced-order controllers using a set of measurements: Application to a DC servomotor. 4331-4336 2013 ACC https://doi.org/10.1109/ACC.2013.6580506 conf/amcc/2013 db/conf/amcc/acc2013.html#KhadraouiNNDB13b Fouzi Harrou Mohamed N. Nounou Hazem N. Nounou A statistical fault detection strategy using PCA based EWMA control schemes. 1-4 2013 ASCC https://doi.org/10.1109/ASCC.2013.6606311 conf/ascc/2013 db/conf/ascc/ascc2013.html#HarrouNN13 Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A control design method for unknown systems using frequency domain data. 1-6 2013 ASCC https://doi.org/10.1109/ASCC.2013.6606148 conf/ascc/2013 db/conf/ascc/ascc2013.html#KhadraouiNNDB13 Navid Mohsenizadeh Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A measurement based approach to mechanical systems. 1-6 2013 ASCC https://doi.org/10.1109/ASCC.2013.6606042 conf/ascc/2013 db/conf/ascc/ascc2013.html#MohsenizadehNND13 Sofiane Khadraoui Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A model-free technique for designing fixed-order controllers. 6130-6135 2013 CDC https://doi.org/10.1109/CDC.2013.6760858 conf/cdc/2013 db/conf/cdc/cdc2013.html#KhadraouiNNDB13 Fouzi Harrou Mohamed N. Nounou Hazem N. Nounou Enhanced monitoring using PCA-based GLR fault detection and multiscale filtering. 1-8 2013 CICA https://doi.org/10.1109/CICA.2013.6611656 conf/cica/2013 db/conf/cica/cica2013.html#HarrouNN13 Muddu Madakyaru Mohamed N. Nounou Hazem N. Nounou Enhanced modeling of distillation columns using integrated multiscale latent variable regression. 73-80 2013 CICA https://doi.org/10.1109/CICA.2013.6611666 conf/cica/2013 db/conf/cica/cica2013.html#MadakyaruNN13 Muddu Madakyaru Mohamed N. Nounou Hazem N. Nounou Nonlinear latent variable regression. 81-88 2013 CICA https://doi.org/10.1109/CICA.2013.6611667 conf/cica/2013 db/conf/cica/cica2013.html#MadakyaruNN13a Hazem N. Nounou Mohamed N. Nounou Application of delay-dependent adaptive control to a continuous stirred tank reactor. 140-147 2013 CICA https://doi.org/10.1109/CICA.2013.6611675 conf/cica/2013 db/conf/cica/cica2013.html#NounouN13 Fouzi Harrou Mohamed N. Nounou Hazem N. Nounou Detecting abnormal ozone levels using PCA-based GLR hypothesis testing. 95-102 2013 CIDM https://doi.org/10.1109/CIDM.2013.6597223 conf/cidm/2013 db/conf/cidm/cidm2013.html#HarrouNN13 Aitzaz Ahmad Davide Zennaro Lorenzo Vangelista Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou A distributed algorithm for network-wide clock synchronization in wireless sensor networks. 1037-1043 2013 FUSION https://ieeexplore.ieee.org/document/6641109/ conf/fusion/2013 db/conf/fusion/fusion2013.html#AhmadZVSNN13 Amina Noor Aitzaz Ahmad Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou ROBNCA: Robust Network Component Analysis for recovering transcription factor activities. 19-22 2013 GENSiPS https://doi.org/10.1109/GENSIPS.2013.6735919 conf/gensips/2013 db/conf/gensips/gensips2013.html#NoorASNN13 Bilal Wajid Ali Riza Ekti Amina Noor Erchin Serpedin Muhammad Naeem Ayyaz Hazem N. Nounou Mohamed N. Nounou Supersonic MiB. 86-87 2013 GENSiPS https://doi.org/10.1109/GENSIPS.2013.6735941 conf/gensips/2013 db/conf/gensips/gensips2013.html#WajidENSANN13 Aitzaz Ahmad Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou Joint node localization and time-varying clock synchronization in wireless sensor networks. 5170-5174 2013 ICASSP https://doi.org/10.1109/ICASSP.2013.6638648 conf/icassp/2013 db/conf/icassp/icassp2013.html#AhmadSNN13

Mohamed Amine Fnaiech Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Intervention in Biological Phenomena via Feedback Linearization. 2012 2012 Adv. Bioinformatics https://doi.org/10.1155/2012/534810 https://www.wikidata.org/entity/Q36413370 db/journals/abi/abi2012.html#FnaiechNND12 534810:1-534810:9

Bilal Wajid Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Optimal reference sequence selection for genome assembly using minimum description length principle. 18 2012 2012 EURASIP J. Bioinform. Syst. Biol. https://doi.org/10.1186/1687-4153-2012-18 https://www.wikidata.org/entity/Q36716550 db/journals/ejbsb/ejbsb2012.html#WajidSNN12

Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Inferring Gene Regulatory Networks via Nonlinear State-Space Models and Exploiting Sparsity. 1203-1211 2012 9 IEEE ACM Trans. Comput. Biol. Bioinform. 4 https://doi.org/10.1109/TCBB.2012.32 https://doi.ieeecomputersociety.org/10.1109/TCBB.2012.32 https://dl.acm.org/doi/10.1109/TCBB.2012.32 https://www.wikidata.org/entity/Q43562727 db/journals/tcbb/tcbb9.html#NoorSNN12

Mohamed N. Nounou Hazem N. Nounou Nader Meskin Aniruddha Datta Edward R. Dougherty Multiscale Denoising of Biological Data: A Comparative Analysis. 1539-1545 2012 9 IEEE ACM Trans. Comput. Biol. Bioinform. 5 https://doi.org/10.1109/TCBB.2012.67 https://doi.ieeecomputersociety.org/10.1109/TCBB.2012.67 https://dl.acm.org/doi/10.1109/TCBB.2012.67 https://www.wikidata.org/entity/Q34261286 db/journals/tcbb/tcbb9.html#NounouNMDD12

Hazem N. Nounou Mohamed N. Nounou Nader Meskin Aniruddha Datta Edward R. Dougherty Fuzzy Intervention in Biological Phenomena. 1819-1825 2012 9 IEEE ACM Trans. Comput. Biol. Bioinform. 6 https://doi.org/10.1109/TCBB.2012.113 https://doi.ieeecomputersociety.org/10.1109/TCBB.2012.113 https://dl.acm.org/doi/10.1109/TCBB.2012.113 https://www.wikidata.org/entity/Q48340480 db/journals/tcbb/tcbb9.html#NounouNMDD12a

Aitzaz Ahmad Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou Joint distributed parameter and channel estimation in wireless sensor networks via variational inference. 830-834 2012 ACSCC https://doi.org/10.1109/ACSSC.2012.6489130 conf/acssc/2012 db/conf/acssc/acssc2012.html#AhmadSNN12 Nader Meskin Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Edward R. Dougherty Output-feedback model predictive control of biological phenomena modeled by S-systems. 1979-1984 2012 ACC https://doi.org/10.1109/ACC.2012.6314815 conf/amcc/2012 db/conf/amcc/acc2012.html#MeskinNNDD12 Mohamed N. Nounou Hazem N. Nounou Nader Meskin Aniruddha Datta Wavelet-based Multiscale Filtering of Genomic Data. 804-809 2012 ASONAM https://doi.org/10.1109/ASONAM.2012.146 https://doi.ieeecomputersociety.org/10.1109/ASONAM.2012.146 conf/asunam/2012 db/conf/asunam/asonam2012.html#NounouNMD12 Ritwik Layek Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Shankar P. Bhattacharyya A measurement based approach for linear circuit modeling and design. 3821-3826 2012 CDC https://doi.org/10.1109/CDC.2012.6426460 conf/cdc/2012 db/conf/cdc/cdc2012.html#LayekNNDB12 Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Nady Mohamed Lotfi Chouchane Information theoretic methods for modeling of gene regulatory networks. 418-423 2012 CIBCB https://doi.org/10.1109/CIBCB.2012.6217260 conf/cibcb/2012 db/conf/cibcb/cibcb2012.html#NoorSNNMC12 Bilal Wajid Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou MiB: A comparative assembly processing pipeline. 86-89 2012 GENSiPS https://doi.org/10.1109/GENSIPS.2012.6507733 conf/gensips/2012 db/conf/gensips/gensips2012.html#WajidSNN12 Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou Inferring gene regulatory networks with nonlinear models via exploiting sparsity. 725-728 2012 ICASSP https://doi.org/10.1109/ICASSP.2012.6287986 conf/icassp/2012 db/conf/icassp/icassp2012.html#NoorSNN12 Majdi Mansouri Lyes Khoukhi Hazem N. Nounou Mohamed N. Nounou Robust routing for target tracking in quantized sensor networks. 1130-1135 2012 IWCMC https://doi.org/10.1109/IWCMC.2012.6314365 conf/iwcmc/2012 db/conf/iwcmc/iwcmc2012.html#MansouriKNN12

Nader Meskin Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Edward R. Dougherty Intervention in Biological Phenomena Modeled by S-Systems. 1260-1267 2011 58 IEEE Trans. Biomed. Eng. 5 https://doi.org/10.1109/TBME.2010.2099658 https://www.wikidata.org/entity/Q46765791 db/journals/tbe/tbe58.html#MeskinNNDD11

Nader Meskin Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Edward R. Dougherty Intervention in biological phenomena modeled by S-systems: A model predictive control approach. 3519-3523 2011 ACC https://doi.org/10.1109/ACC.2011.5990875 conf/amcc/2011 db/conf/amcc/acc2011.html#MeskinNNDD11 Nader Meskin Hazem N. Nounou Mohamed N. Nounou Aniruddha Datta Edward R. Dougherty Parameter estimation of biological phenomena modeled by S-systems: An Extended Kalman filter approach. 4424-4429 2011 CDC/ECC https://doi.org/10.1109/CDC.2011.6160690 conf/cdc/2011 db/conf/cdc/cdc2011.html#MeskinNNDD11 Amina Noor Erchin Serpedin Mohamed N. Nounou Hazem N. Nounou A cubature Kalman filter approach for inferring gene regulatory networks using time series data. 25-28 2011 GENSiPS https://doi.org/10.1109/GENSiPS.2011.6169432 conf/gensips/2011 db/conf/gensips/gensips2011.html#NoorSNN11 Majdi Mansouri Lyes Khoukhi Hazem N. Nounou Mohamed N. Nounou Genetic Algorithm Optimization for Quantized Target Tracking in Wireless Sensor Networks. 1-6 2011 GLOBECOM https://doi.org/10.1109/GLOCOM.2011.6134534 conf/globecom/2011 db/conf/globecom/globecom2011.html#MansouriKNN11 Said Hadd Hazem N. Nounou Mohamed N. Nounou Feedback stabilizability of infinite dimensional neutral systems. 702-707 2010 CDC https://doi.org/10.1109/CDC.2010.5718048 conf/cdc/2010 db/conf/cdc/cdc2010.html#HaddNN10 Aitzaz Ahmad Amina Noor Erchin Serpedin Hazem N. Nounou Mohamed N. Nounou On Clock Offset Estimation in Wireless Sensor Networks with Weibull Distributed Network Delays. 2322-2325 2010 ICPR https://doi.org/10.1109/ICPR.2010.568 https://doi.ieeecomputersociety.org/10.1109/ICPR.2010.568 conf/icpr/2010 db/conf/icpr/icpr2010.html#AhmadNSNN10 Said Boulite Said Hadd Hazem N. Nounou Mohamed N. Nounou The PI-Controller for infinite dimensional linear systems in Banach state spaces. 3095-3100 2009 ACC https://doi.org/10.1109/ACC.2009.5160573 conf/amcc/2009 db/conf/amcc/acc2009.html#BouliteHNN09 Said Hadd Said Boulite Hazem N. Nounou Mohamed N. Nounou On the admissibility of control operators for perturbed semigroups and application to time-delay systems. 3400-3405 2009 CDC https://doi.org/10.1109/CDC.2009.5400407 conf/cdc/2009 db/conf/cdc/cdc2009.html#HaddBNN09 Hazem N. Nounou Mohamed N. Nounou Resilient adaptive control of uncertain time-delay systems - a delay-dependent approach. 4001-4006 2008 CDC https://doi.org/10.1109/CDC.2008.4739027 conf/cdc/2008 db/conf/cdc/cdc2008.html#NounouN08

Mohamed N. Nounou Hazem N. Nounou Improving the prediction and parsimony of ARX models using multiscale estimation. 711-721 2007 7 Appl. Soft Comput. 3 https://doi.org/10.1016/j.asoc.2005.12.004 db/journals/asc/asc7.html#NounouN07

Magdi Sadek Mahmoud Mohamed N. Nounou Hazem N. Nounou Analysis and synthesis of uncertain switched discrete-time systems. 245-257 2007 24 IMA J. Math. Control. Inf. 2 https://doi.org/10.1093/imamci/dnl021 db/journals/imamci/imamci24.html#MahmoudNN07

Mohamed N. Nounou Hazem N. Nounou Magdi Sadek Mahmoud Robust adaptive sliding-mode control for continuous time-delay systems. 299-313 2007 24 IMA J. Math. Control. Inf. 3 https://doi.org/10.1093/imamci/dnl022 db/journals/imamci/imamci24.html#NounouNM07

Hazem N. Nounou Mohamed N. Nounou Resilient delay-dependent adaptive control of uncertain time-delay systems. 909-914 2007 CDC https://doi.org/10.1109/CDC.2007.4434271 conf/cdc/2007 db/conf/cdc/cdc2007.html#NounouN07 Mohamed N. Nounou Hazem N. Nounou Multiscale nonlinear system identification. 5755-5760 2007 CDC https://doi.org/10.1109/CDC.2007.4434311 conf/cdc/2007 db/conf/cdc/cdc2007.html#NounouN07a

Mohamed N. Nounou Multiscale finite impulse response modeling. 289-304 2006 19 Eng. Appl. Artif. Intell. 3 https://doi.org/10.1016/j.engappai.2005.09.007 db/journals/eaai/eaai19.html#Nounou06

Hazem N. Nounou Mohamed N. Nounou Multiscale fuzzy Kalman filtering. 439-450 2006 19 Eng. Appl. Artif. Intell. 5 https://doi.org/10.1016/j.engappai.2005.11.001 db/journals/eaai/eaai19.html#NounouN06

Mohamed N. Nounou Multiscale ARX Process Modeling. 823-828 2006 CDC https://doi.org/10.1109/CDC.2006.376996 conf/cdc/2006 db/conf/cdc/cdc2006.html#Nounou06 Mohamed N. Nounou Enhanced State Estimation using Multiscale Kalman Filtering. 1679-1684 2006 CDC https://doi.org/10.1109/CDC.2006.376992 conf/cdc/2006 db/conf/cdc/cdc2006.html#Nounou06a Mohamed N. Nounou Dealing with Collinearity in FIR models using Multiscale Estimation. 8162-8167 2005 CDC/ECC https://doi.org/10.1109/CDC.2005.1583483 conf/cdc/2005 db/conf/cdc/cdc2005.html#Nounou05a Mohamed N. Nounou Hazem N. Nounou Enhanced prediction accuracy of fuzzy models using multiscale estimation. 5170-5175 2004 CDC https://doi.org/10.1109/CDC.2004.1429628 conf/cdc/2004 db/conf/cdc/cdc2004.html#NounouN04 Mohamed N. Nounou Empirical Bayesian finite impulse response modeling. 6480-6484 2003 CDC https://doi.org/10.1109/CDC.2003.1272387 conf/cdc/2003 db/conf/cdc/cdc2003.html#Nounou03a Mohamed N. Nounou Bhavik R. Bakshi Prem K. Goel Xiaotong Shen Improving principal component analysis using Bayesian estimation. 3666-3671 2001 ACC https://doi.org/10.1109/ACC.2001.946204 conf/amcc/2001 db/conf/amcc/acc2001.html#NounouBGS01 Kamaleldin AbodayehKamal Abodayeh Haitham Abu-Rub Aitzaz Ahmad Khadija Attouri Onur Avci Muhammad Naeem Ayyaz Imen BakloutiImen Baklouti Djmal Raoudha Baklouti Bhavik R. Bakshi Nour Basha Lamia Belguesmi Abderazak Bensmail Shankar P. BhattacharyyaS. P. Bhattacharyya 0001 Nasreddine Bouguila Said Boulite Kais Bouzrara Marwa Chaabane 0002 Mohamed S. Challiwala Lotfi Chouchane Hanif A. Choudhury Aniruddha Datta Khaled Dhibi Edward R. Dougherty Ali Riza Ekti Nimir O. Elbashir Radhia Fazai Radhia Fezai Mohamed Amine Fnaiech Prem K. Goel Jaroslaw Guzinski Said Hadd Mansour Hajji Ahmed Ben Hamida Mohamed Faouzi Harkat Fouzi Harrou Amal Hichri Yufei Huang 0001 Gasim Ibrahim Tarek Ait Izem Nouha Jaoua M. Nazmul Karim Sofiane Khadraoui Lyes Khoukhi Abdelmalek Kouadri Frédéric Kratz Costas Kravaris Ritwik Layek Muddu Madakyaru Magdi Sadek Mahmoud Byanne Malluhi Majdi Mansouri Manel Marweni Nader Meskin Hassani Messaoud Zaineb Ben Messaoud Nady Mohamed Mostefa Mohamed-Seghir Daniel N. MohsenizadehNavid Mohsenizadeh Amina Noor Hazem N. NounouHazem Numan Nounou Vicenç Puig M.-I. Noori Raouf Lahcene Rouani Wajdi Saadaoui Mohamed Selmi Erchin Serpedin Xiaotong Shen M. Ziyan Sheriff Mohamed Ben Slima Okba Taouali Mohamed Trabelsi 0001 Lorenzo Vangelista Bilal Wajid Zahra Yahyaoui Davide Zennaro