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Comparative Study Between the Timed Automata and the Recurrent Radial Basis Function for Discrete Event System Diagnosis

Ryad Zemouri , Jean-Marc Faure
IFAC Proceedings Volumes, 2006, 39 (13), pp.1455-1460. ⟨10.3182/20060829-4-CN-2909.00242⟩
Article dans une revue hal-02479210v1

A new growing pruning deep learning neural network algorithm (GP-DLNN)

Ryad Zemouri , Nabil Omri , Farhat Fnaiech , Noureddine Zerhouni , Nader Fnaiech
Neural Computing and Applications, 2019, ⟨10.1007/s00521-019-04196-8⟩
Article dans une revue hal-02462260v1

Dimension reduction and 2D-visualization for early change of state detection in a machining process with a variational autoencoder approach

Antoine Proteau , Ryad Zemouri , Antoine Tahan , Marc Thomas
International Journal of Advanced Manufacturing Technology, 2020, 111 (11-12), pp.3597-3611. ⟨10.1007/s00170-020-06338-y⟩
Article dans une revue hal-03013491v1

Unsupervised Feature Reduction Techniques with Bidirectional GRU Neural Network for Aircraft Engine RUL Estimation

Ikram Remadna , Sadek Labib Terrissa , Ryad Zemouri , Soheyb Ayad , Noureddine Zerhouni
Advanced Intelligent Systems for Sustainable Development (AI2SD’2019), pp.496-506, 2020, ⟨10.1007/978-3-030-36674-2_50⟩
Chapitre d'ouvrage hal-02471894v1

Leveraging the Power of the Combination of CNN and Bi-Directional LSTM Networks for Aircraft Engine RUL Estimation

Ikram Remadna , Sadek Labib Terrissa , Ryad Zemouri , Soheyb Ayad , Noureddine Zerhouni
2020 Prognostics and Health Management Conference (PHM-Besançon), May 2020, Besancon, France. pp.116-121, ⟨10.1109/PHM-Besancon49106.2020.00025⟩
Communication dans un congrès hal-02868394v1

Breast cancer diagnosis based on joint variable selection and Constructive Deep Neural Network

Ryad Zemouri , N. Omri , C. Devalland , L. Arnould , B. Morello , et al.
2018 IEEE 4th Middle East Conference on Biomedical Engineering (MECBME), Mar 2018, Tunis, France. pp.159-164, ⟨10.1109/MECBME.2018.8402426⟩
Communication dans un congrès hal-02465962v1
Image document

Improving data-driven prognostics by assessing predictability of features.

Kamran Javed , Rafael Gouriveau , Ryad Zemouri , Noureddine Zerhouni
Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM'11., Sep 2011, Montréal, Québec, Canada. pp.555-560
Communication dans un congrès hal-00632185v1
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Features Selection Procedure for Prognostics: An Approach Based on Predictability

Kamran Javed , Rafael Gouriveau , Ryad Zemouri , Noureddine Zerhouni
8th IFAC International Symposium on Fault Dectection, Supervision and Safety for Technical Processes, SAFEPROCESS'12., Aug 2012, Mexico City, Mexico. pp.25-30
Communication dans un congrès hal-00734037v1

Recurrent radial basis function network for time-series prediction

Ryad Zemouri , Daniel Racoceanu , Noureddine Zerhouni
Engineering Applications of Artificial Intelligence, 2003, 16 (5-6), pp.453-463. ⟨10.1016/S0952-1976(03)00063-0⟩
Article dans une revue istex hal-02479206v1

Comparative Study Between the Timed Automata and the Recurrent Radial Basis Function for Discrete Event System Diagnosis

Ryad Zemouri , Jean-Marc Faure
6th IFAC Symposium, SAFEPROCESS 2006, Sep 2006, Beijing, China. pp.1455-1460, ⟨10.1016/B978-008044485-7/50244-X⟩
Communication dans un congrès hal-02479220v1
Image document

Deep Convolutional Variational Autoencoder as a 2D-Visualization Tool for Partial Discharge Source Classification in Hydrogenerators

Ryad Zemouri , Melanie Levesque , Normand Amyot , Claude Hudon , Olivier Kokoko , et al.
IEEE Access, 2020, 8, pp.5438-5454. ⟨10.1109/ACCESS.2019.2962775⟩
Article dans une revue hal-02462252v1
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Defining and applying prediction performance metrics on a recurrent NARX time series model.

Ryad Zemouri , Rafael Gouriveau , Noureddine Zerhouni
Neurocomputing, 2010, 73 (13-15), pp.2506-2521. ⟨10.1016/j.neucom.2010.06.005⟩
Article dans une revue hal-00501643v1
Image document

Improving the prediction accuracy of recurrent neural network by a PID controller.

Ryad Zemouri , Rafael Gouriveau , Paul Ciprian Patic
International Journal of Systems Applications, Engineering & Development., 2010, 4 (2), pp.19-34
Article dans une revue hal-00544722v1

The RRBF. Dynamic representation of time in radial basis function network

Ryad Zemouri , Z. Ryad , R. Daniel , Z. Noureddine
ETFA 2001. 2001 8th International Conference on Emerging Technologies and Factory Automation., Oct 2001, Antibes-Juan les Pins, France. pp.737-740, ⟨10.1109/ETFA.2001.997771⟩
Communication dans un congrès hal-02479183v1
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Combining a recurrent neural network and a PID controller for prognostic purpose.

Ryad Zemouri , Rafael Gouriveau , Noureddine Zerhouni
PENTOM'09 - PErformances et Nouvelles TechnolOgies en Maintenance., Dec 2009, Autrans, France. pp.1-14
Communication dans un congrès hal-00445707v1
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Deep Variational Autoencoder: An Efficient Tool for PHM Frameworks

Ryad Zemouri , Melanie Levesque , Normand Amyot , Claude Hudon , Olivier Kokoko
2020 Prognostics and Health Management Conference (PHM-Besançon), May 2020, Besancon, France. pp.235-240, ⟨10.1109/PHM-Besancon49106.2020.00046⟩
Communication dans un congrès hal-02868384v1

An evolutionary building algorithm for Deep Neural Networks

Ryad Zemouri
2017 12th International Workshop on Self-Organizing Maps and Learning Vector Quantization, Clustering and Data Visualization (WSOM), Jun 2017, Nancy, France. pp.1-7, ⟨10.1109/WSOM.2017.8020002⟩
Communication dans un congrès hal-02465979v1
Image document

Intelligence artificielle : quel avenir en anatomie pathologique ?

Ryad Zemouri , Christine Devalland , Séverine Valmary-Degano , Noureddine Zerhouni
Annales de Pathologie, 2019, 39 (2), pp.119-129. ⟨10.1016/j.annpat.2019.01.004⟩
Article dans une revue hal-02462265v1

Hierarchical systems monitoring using Recurrent Synchronized Fuzzy Petri Nets

Eugénia Minca , Ryad Zemouri , Florin Dragomir , Otilia Elena Dragomir
2009 European Control Conference (ECC), Aug 2009, Budapest, France. pp.4775-4779, ⟨10.23919/ECC.2009.7075155⟩
Communication dans un congrès hal-02479239v1

Automatic Line for Sorting and Identification Parts in Industrial Manufacturing

Paul Ciprian Patic , Ion Florin Popa , Ryad Zemouri
Proceedings of the 33rd International Business Information Management Association (IBIMA), Apr 2019, Granada, Spain. pp.2982-2994
Communication dans un congrès hal-04052267v1

A Petri nets graphic method of reduction using birth-death processes

Ryad Zemouri , D. Racoceanu , N. Zerhouni
2001 ICRA. IEEE International Conference on Robotics and Automation, May 2001, Seoul, South Korea. pp.46-51, ⟨10.1109/ROBOT.2001.932528⟩
Communication dans un congrès hal-02479177v1

APPLICATION OF THE DYNAMIC RBF NETWORK IN A MONITORING PROBLEM OF THE PRODUCTION SYSTEMS

Ryad Zemouri , Daniel Racoceanu , Noureddine Zerhouni
IFAC Proceedings Volumes, 2002, 35 (1), pp.295-300. ⟨10.3182/20020721-6-ES-1901.01602⟩
Article dans une revue hal-02479197v1

Prediction of Oncotype DX recurrence score using deep multi-layer perceptrons in estrogen receptor-positive, HER2-negative breast cancer

Aline Baltres , Zeina Al Masry , Ryad Zemouri , Séverine Valmary-Degano , Laurent Arnould , et al.
Article dans une revue hal-02605519v1
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Semi-Supervised Adversarial Variational Autoencoder

Ryad Zemouri
Machine Learning and Knowledge Extraction, 2020, 2 (3), pp.361-378. ⟨10.3390/make2030020⟩
Article dans une revue hal-02931571v1
Image document

Towards accurate and reproducible predictions for prognostic : an approach combining a RRBF Network and an AutoRegressive Model.

Ryad Zemouri , Rafael Gouriveau
1st IFAC Workshop on Advanced Maintenance Engineering, Services and Technology, IFAC A-MEST'10., Jul 2010, Lisbonne, Portugal. pp.163-168
Communication dans un congrès hal-00503906v1

From the spherical to an elliptic form of the dynamic RBF neural network influence field

Ryad Zemouri , D. Racoceanu , N. Zerhouni
2002 International Joint Conference on Neural Networks (IJCNN), May 2002, Honolulu, United States. pp.107-112, ⟨10.1109/IJCNN.2002.1005452⟩
Communication dans un congrès hal-02479186v1

Réseaux de neurones récurrents à fonctions de base radiales : RRFR Application au pronostic

Ryad Zemouri , Daniel Racoceanu , Nourredine Zerhouni
Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, 2003, 16 (3), pp.307-338. ⟨10.3166/ria.16.307-338⟩
Article dans une revue istex hal-02479188v1

Diagnosis of discrete event system by stochastic timed automata

Ryad Zemouri , Jean Marc Faure
2006 IEEE Conference on Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, Oct 2006, Munich, Germany. pp.1861-1866, ⟨10.1109/CACSD-CCA-ISIC.2006.4776924⟩
Communication dans un congrès hal-02479215v1

Constructive Deep Neural Network for Breast Cancer Diagnosis

Ryad Zemouri , N. Omri , B. Morello , C. Devalland , L. Arnould , et al.
10th IFAC Symposium on Biological and Medical Systems BMS 2018, Sep 2018, São Paulo, Brazil. pp.98-103, ⟨10.1016/j.ifacol.2018.11.660⟩
Communication dans un congrès hal-02465970v1

An overview on the deep learning based prognostic

Ikram Remadna , Sadek Labib Terrissa , Ryad Zemouri , Soheyb Ayad
2018 International Conference on Advanced Systems and Electric Technologies (IC_ASET), Mar 2018, Hammamet, France. pp.196-200, ⟨10.1109/ASET.2018.8379858⟩
Communication dans un congrès hal-02465952v1