Publications
Jean-Sébastien LERAT
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Nombre de publications : 12
    2025
    Parties d’ouvrages/Contribution à des ouvrages collectifs
    • Lerat, J.-S., & Mahmoudi, S. (2025). Scalable Deep Learning for Industry 4.0: Speedup with Distributed Deep Learning and Environmental Sustainability Considerations. In "Lecture Notes in Networks and Systems". Switzerland: Springer Nature Switzerland. doi:10.1007/978-3-031-78698-3_10
    Périodiques scientifiques/Article
    • Mahmoudi, S., Gloesener, M., Benkedadra, M., & Lerat, J.-S. (2025). Edge AI System for Real-Time and Explainable Forest Fire Detection Using Compressed Deep Learning Models. "In Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 3", 847-854. doi:10.5220/0013382500003912
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    2023
    Périodiques scientifiques/Article
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (2023). Single Node Deep Learning Frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience".
    Colloques et congrès scientifiques/Communication publiée dans un périodique
    • Lerat, J.-S., & Mahmoudi, S. (2023). Scalable Deep Learning for Industry 4.0: Speedup with Distributed Deep Learning and Environmental Sustainability Considerations. "2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech)". doi:10.1007/978-3-031-78698-3_10
    • Lerat, J.-S., & Mahmoudi, S. (2023). Architecture to Distribute Deep Learning Models on Containers and Virtual Machines for Industry 4.0*. "IEEE Cloud Computing". doi:10.1109/cloudtech58737.2023.10366111
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    2022
    Périodiques scientifiques/Article
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (2022). Distributed Deep Learning: From Single-Node to Multi-Node Architecture. "Electronics". doi:10.3390/electronics11101525
    Colloques et congrès scientifiques/Communication poster
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (06 September 2022). "Apprentissage profond distribué : d’un seul nœud vers plusieurs nœuds de calcul" [Poster presentation]. Mardi des chercheurs, Mons, Belgium.
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    2021
    Périodiques scientifiques/Article
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (22 November 2021). Single node deep learning frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience, 35" (14).
    Colloques et congrès scientifiques/Communication orale non publiée/Abstract
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (27 July 2021). "Deep Learning Frameworks: Performances Analysis" [Paper presentation]. DeepLearn, Las Palmas de Gran Canaria, Spain.
    Colloques et congrès scientifiques/Communication poster
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (30 March 2021). "Comparaison des frameworks d'apprentissage profond sur un seul noeud de calcul" [Poster presentation]. Mardi des Chercheurs, Virtual Meeting, Unknown/unspecified.
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    2015
    Périodiques scientifiques/Article
    • Faust, K., Lima-Mendez, G., Lerat, J.-S., Sathirapongsasuti, J. F., Knight, R., Huttenhower, C., Lenaerts, T., & Raes, J. (2015). Cross-biome comparison of microbial association networks. "Frontiers in Microbiology". doi:10.3389/fmicb.2015.01200
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    2013
    Colloques et congrès scientifiques/Communication publiée dans un périodique
    • Lerat, J.-S., Han, T. A., & Lenaerts, T. (2013). "Evolution of common-pool resources and social welfare in structured populations" [Paper presentation]. International Joint Conference on Artificial Intelligence, Beijing, China.
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