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Research Output

2020

Online reduced gaussian process regression based generalized likelihood ratio test for fault detection

Fezai, R., Mansouri, M., Abodayeh, K., Nounou, H. & Nounou, M., Jan 2020, In : Journal of Process Control. 85, p. 30-40 11 p.

Research output: Contribution to journalArticle

2 Citations (Scopus)
2019

A Control Design Approach for TITO Systems Using Measured Data

Khadraoui, S., Fareh, R., Nounou, H. & Nounou, M., 1 Jan 2019, In : Journal of Dynamic Systems, Measurement and Control, Transactions of the ASME. 141, 1, 011013.

Research output: Contribution to journalArticle

Effective fault detection in structural health monitoring systems

Chaabane, M., Mansouri, M., Abodayeh, K., Ben Hamida, A., Nounou, H. & Nounou, M., 1 Jan 2019, In : Advances in Mechanical Engineering. 11, 9

Research output: Contribution to journalArticle

Open Access
1 Citation (Scopus)
1 Citation (Scopus)
3 Citations (Scopus)

Kernel Generalized Likelihood Ratio Test for Fault Detection of Chemical Processes

Baklouti, R., Ben Hamida, A., Mansouri, M., Harkat, M-F., Nounou, H. & Nounou, M., 16 Jan 2019, Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2663-2668 6 p. 8616451. (Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Machine learning-based statistical testing hypothesis for fault detection in photovoltaic systems

Fazai, R., Abodayeh, K., Mansouri, M., Trabelsi, M., Nounou, H., Nounou, M. & Georghiou, G. E., 15 Sep 2019, In : Solar Energy. 190, p. 405-413 9 p.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Max-Double Adaptive EWMA for Fault Detection of Wastewater Treatment Plants

Baklouti, I., Mansouri, M., Ben Hamida, A., Nounou, H. & Nounou, M., 14 Jan 2019, 2018 IEEE/ACS 15th International Conference on Computer Systems and Applications, AICCSA 2018. IEEE Computer Society, 8612891. (Proceedings of IEEE/ACS International Conference on Computer Systems and Applications, AICCSA; vol. 2018-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multiscale Gaussian process regression-based generalized likelihood ratio test for fault detection in water distribution networks

Fazai, R., Mansouri, M., Abodayeh, K., Puig, V., Raouf, M. I. N., Nounou, H. & Nounou, M., 1 Oct 2019, In : Engineering Applications of Artificial Intelligence. 85, p. 474-491 18 p.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Novel Fault Detection Approach of Biological Wastewater Treatment Plants

Baklouti, I., Mansouri, M., Ben Hamida, A., Nounou, H. & Nounou, M., 16 Jan 2019, Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2669-2674 6 p. 8616452. (Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Online reduced kernel PLS combined with GLRT for fault detection in chemical systems

Fazai, R., Mansouri, M., Abodayeh, K., Nounou, H. & Nounou, M., 1 Aug 2019, In : Process Safety and Environmental Protection. 128, p. 228-243 16 p.

Research output: Contribution to journalReview article

1 Citation (Scopus)

Reduced Kernel Principal Component Analysis for Fault Detection and Its Application to an Air Quality Monitoring Network

Fezai, R., Mansouri, M., Taouali, O., Harkat, M-F. & Nounou, H., 16 Jan 2019, Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018. Institute of Electrical and Electronics Engineers Inc., p. 3159-3164 6 p. 8616532. (Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

An effective statistical fault detection technique for grid connected photovoltaic systems based on an improved generalized likelihood ratio test

Mansouri, M., Hajji, M., Trabelsi, M., Harkat, M-F., Al-khazraji, A., Livera, A., Nounou, H. & Nounou, M., 15 Sep 2018, In : Energy. 159, p. 842-856 15 p.

Research output: Contribution to journalArticle

7 Citations (Scopus)

ANN based prognostication of the PV panel output power under various environmental conditions

Khalil, S., Abu-Rub, O. H. & Nounou, H., 9 Mar 2018, 2018 IEEE Texas Power and Energy Conference, TPEC 2018. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-February. p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

A Nonparametric Approach to Design Fixed-order Controllers for Systems with Constrained Input

Khadraoui, S. & Nounou, H., 1 Jan 2018, (Accepted/In press) In : International Journal of Control, Automation and Systems.

Research output: Contribution to journalArticle

Effective monitoring of an air quality network

Baklouti, R., Ben Hamida, A., Mansouri, M., Harkat, M. F., Nounou, M. & Nounou, H., 23 May 2018, 2018 4th International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Enhanced data validation strategy of air quality monitoring network

Harkat, M-F., Mansouri, M., Nounou, M. & Nounou, H., 1 Jan 2018, In : Environmental Research. 160, p. 183-194 12 p.

Research output: Contribution to journalArticle

19 Citations (Scopus)
4 Citations (Scopus)

Fault Detection of Biological Phenomena Modeled by S-systems

Mansouri, M., Harkat, M. F., Nounou, H. & Nounou, M., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 24, p. 1305-1310 6 p.

Research output: Contribution to journalArticle

Fault detection using UKF-based optimized EWMA method in wastewater treatment plant

Djmal, I. B., Mansouri, M., Nounou, M., Nounou, H. & Ben Hamida, A., 23 May 2018, 2018 4th International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Improved model based fault detection technique and application to humanoid robots

Amri, O., Mansouri, M., Al-Khazraji, A., Nounou, H., Nounou, M. & Ben Hamida, A., 1 Aug 2018, In : Mechatronics. 53, p. 140-151 12 p.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Improved shewhart chart for damage detection of structural health monitoring systems

Chaabane, M., Ben Hamida, A., Mansouri, M., Nounou, H. & Nounou, M., 23 May 2018, 2018 4th International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Improved Statistical Method Based Exponentially Weighted GLRT Chart and Its Application to Fault Detection

Baklouti, R., Mansouri, M., Hamida, A. B., Nounou, H. & Nounou, M., 27 Nov 2018, 2018 European Control Conference, ECC 2018. Institute of Electrical and Electronics Engineers Inc., p. 703-708 6 p. 8550495

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Kernel Generalized Likelihood Ratio Test for Fault Detection of Biological Systems

Mansouri, M., Baklouti, R., Harkat, M-F., Nounou, M., Nounou, H. & Hamida, A. B., 1 Jan 2018, (Accepted/In press) In : IEEE Transactions on Nanobioscience.

Research output: Contribution to journalArticle

1 Citation (Scopus)
8 Citations (Scopus)
1 Citation (Scopus)

Monitoring biological processes using univariate statistical process control

Mansouri, M., Al-Khazraji, A., Yin Teh, S., Harkat, M. F., Nounou, H. & Nounou, M., 1 Jan 2018, (Accepted/In press) In : Canadian Journal of Chemical Engineering.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Monitoring of Structural Systems Using Improved Data Driven Damage Detection Technique

Chaabane, M., Mansouri, M., Hamida, A. B., Nounou, H. & Nounou, M., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 24, p. 843-848 6 p.

Research output: Contribution to journalArticle

Monitoring of Wastewater Treatment Plants using Improved Univariate Statistical Strategy

Baklouti, I., Mansouri, M., Hamida, A. B., Nounou, M. & Nounou, H., 1 Jan 2018, In : IFAC-PapersOnLine. 51, 24, p. 428-432 5 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Monitoring of wastewater treatment plants using improved univariate statistical technique

Baklouti, I., Mansouri, M., Hamida, A. B., Nounou, H. & Nounou, M., 1 May 2018, In : Process Safety and Environmental Protection. 116, p. 287-300 14 p.

Research output: Contribution to journalArticle

18 Citations (Scopus)

Multiscale PLS-based Optimized EW-GLRT for Structural Damage Detection∗

Chaabane, M., Mansouri, M., Hamida, A. B., Nounou, H. & Nounou, M., 27 Nov 2018, 2018 European Control Conference, ECC 2018. Institute of Electrical and Electronics Engineers Inc., p. 2965-2970 6 p. 8550281

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multivariate fault detection and classification using interval principal component analysis

Basha, N., Nounou, M. & Nounou, H., 1 Jul 2018, In : Journal of Computational Science. 27, p. 1-9 9 p.

Research output: Contribution to journalArticle

5 Citations (Scopus)

Multivariate statistical process control-based hypothesis testing for damage detection in structural health monitoring systems

Chaabane, M., Mansouri, M., Ben Hamida, A., Nounou, H. & Nounou, M., 1 Jan 2018, (Accepted/In press) In : Structural Control and Health Monitoring. e2287.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Process monitoring using PCA-based GLR methods: A comparative study

Sheriff, M. Z., Karim, M. N., Nounou, H. & Nounou, M., 1 Jul 2018, In : Journal of Computational Science. 27, p. 227-246 20 p.

Research output: Contribution to journalArticle

3 Citations (Scopus)

Robust sliding mode control for three-phase rectifier supplied by non-ideal voltage

Fnaiech, M. A., Trabelsi, M., Khalil, S., Mansouri, M., Nounou, H. & Abu-Rub, H., 1 Aug 2018, In : Control Engineering Practice. 77, p. 73-85 13 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Uncertain dynamic process monitoring using moving window PCA for interval-valued data

Harkat, M. F., Ait-Izem, T., Kratz, F., Mansouri, M., Nounou, M. & Nounou, H., 1 Jan 2018, In : CEUR Workshop Proceedings. 2289

Research output: Contribution to journalConference article

Wavelet optimized EWMA for fault detection and application to photovoltaic systems

Mansouri, M., Al-khazraji, A., Hajji, M., Harkat, M-F., Nounou, H. & Nounou, M., 1 Jun 2018, In : Solar Energy. 167, p. 125-136 12 p.

Research output: Contribution to journalArticle

21 Citations (Scopus)
2017

An effective fault detection technique for a quasi-Z-Source based grid-tied PV system

Trabelsi, M., Mansouri, M., Abu-Rub, H. & Nounou, H., 5 Jun 2017, 2016 7th International Conference on Sciences of Electronics, Technologies of Information and Telecommunications, SETIT 2016. Institute of Electrical and Electronics Engineers Inc., p. 231-236 6 p. 7939872

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Damage detection in structural health monitoring using kernel PLS based GLR

Chaabane, M., Mansouri, M., Nounou, H., Nounou, M., Ben Slima, M. & Ben Hamida, A., 19 Oct 2017, Proceedings - 3rd International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2017. Institute of Electrical and Electronics Engineers Inc., 8075555

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Damage detection using enhanced multivariate statistical process control technique

Chaabane, M., Ben Hamida, A., Mansouri, M., Nounou, H. & Avci, O., 16 Jun 2017, 2016 17th International Conference on Sciences and Techniques of Automatic Control and Computer Engineering, STA 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 234-238 5 p. 7952052

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Citations (Scopus)

Enhanced fault detection of an air quality monitoring network

Mansouri, M., Nounou, H., Harkat, M-F. & Nounou, M., 27 Sep 2017, 2017 IEEE Workshop on Environmental, Energy, and Structural Monitoring Systems, EESMS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8052681

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Fault detection in a wastewater treatment plant

Baklouti, I., Mansouri, M., Nounou, H., Ben Slima, M. & Ben Hamida, A., 19 Oct 2017, Proceedings - 3rd International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2017. Institute of Electrical and Electronics Engineers Inc., 8075523

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

Fault detection of chemical processes using improved generalized likelihood ratio test

Mansouri, M., Nounou, H., Harkat, M-F. & Nounou, M., 3 Nov 2017, 2017 22nd International Conference on Digital Signal Processing, DSP 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-August. 8096094

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Citations (Scopus)

Fault detection of chemical processes using KPCA-based GLRT technique

Baklouti, R., Mansouri, M., Nounou, H., Nounou, M., Ben Slima, M. & Ben Hamida, A., 19 Oct 2017, Proceedings - 3rd International Conference on Advanced Technologies for Signal and Image Processing, ATSIP 2017. Institute of Electrical and Electronics Engineers Inc., 8075513

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Fault detection of nonlinear systems using an improved KPCA method

Ziyan Sheriff, M., Nazmul Karim, M., Nounou, M., Nounou, H. & Mansouri, M., 8 Nov 2017, 2017 4th International Conference on Control, Decision and Information Technologies, CoDIT 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-January. p. 36-41 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Fault detection using multiscale PCA-based moving window GLRT

Sheriff, M. Z., Mansouri, M., Karim, M. N., Nounou, H. & Nounou, M., 1 Jun 2017, In : Journal of Process Control. 54, p. 47-64 18 p.

Research output: Contribution to journalArticle

42 Citations (Scopus)

Improved Statistical Fault Detection Technique and Application to Biological Phenomena Modeled by S-Systems

Mansouri, M., Nounou, M. & Nounou, H., 1 Sep 2017, In : IEEE Transactions on Nanobioscience. 16, 6, p. 504-512 9 p., 7976365.

Research output: Contribution to journalArticle

24 Citations (Scopus)

Monitoring of chemical processes using improved multiscale KPCA

Ziyan Sheriff, M., Nazmul Karim, M., Nounou, M., Nounou, H. & Mansouri, M., 8 Nov 2017, 2017 4th International Conference on Control, Decision and Information Technologies, CoDIT 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-January. p. 49-54 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Multiscale based nonlinear fault detection of industrial processes

Botre, C., Mansouri, M., Nounou, H., Nounou, M. & Karim, M. N., 1 Jan 2017, Fuels and Petrochemicals Division 2017 - Core Programming Area at the 2017 AIChE Spring Meeting and 13th Global Congress on Process Safety. AIChE, p. 129-143 15 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution