421 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Nantes UniversitéFR47 papers
- École Centrale de NantesFR37 papers
- Centre National de la Recherche ScientifiqueFR33 papers
- California Institute of TechnologyUS6 papers
- Université de NantesFR6 papers
- Laboratoire de Mathématiques Jean LerayFR5 papers
- Institut Universitaire de FranceFR4 papers
- IRT Jules VerneFR4 papers
- Global Engineering and Materials (United States)US3 papers
- RWTH Aachen UniversityDE3 papers
- Université Nantes Angers Le MansFR3 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR2 papers
3 papers · 1 filter
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…
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…
Thermodynamics-based Artificial Neural Networks for constitutive modeling
Filippo Masi, Ioannis Stefanou, Paolo Vannucci +1
Machine Learning methods and, in particular, Artificial Neural Networks (ANNs) have demonstrated promising capabilities in material constitutive modeling. One of the main drawbacks…