124 citations
- Nantes UniversitéFR6 papers
- École Centrale de NantesFR4 papers
- Institut de Recherche en Génie Civil et MécaniqueFR4 papers
- Centre National de la Recherche ScientifiqueFR3 papers
- Laboratoire des Sciences du Numérique de NantesFR2 papers
- Centre National pour la Recherche Scientifique et Technique (CNRST)MA1 paper
- Institut de Recherche en Informatique et Systèmes AléatoiresFR1 paper
- Université de RennesFR1 paper
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cs.LG2025
Hybrid Adaptive Modeling in Process Monitoring: Leveraging Sequence Encoders and Physics-Informed Neural Networks
Mouad Elaarabi, Domenico Borzacchiello, Philippe Le Bot +2
In this work, we explore the integration of Sequence Encoding for Online Parameter Identification with Physics-Informed Neural Networks to create a model that, once trained, can be…
cs.LG2025★ 4 cited
Adaptive parameters identification for nonlinear dynamics using deep permutation invariant networks
Mouad Elaarabi, Domenico Borzacchiello, Yves Le Guennec +2
The promising outcomes of dynamical system identification techniques, such as SINDy [Brunton et al. 2016], highlight their advantages in providing qualitative interpretability and…