252 citations
- Nantes UniversitéFR42 papers
- Centre National de la Recherche ScientifiqueFR39 papers
- Laboratoire des Sciences du Numérique de NantesFR24 papers
- Tsinghua UniversityCN8 papers
- Laboratoire de Mathématiques Jean LerayFR6 papers
- Institut de Recherche en Génie Civil et MécaniqueFR5 papers
- CentraleSupélecFR3 papers
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR3 papers
- Heidelberg UniversityDE3 papers
- Institut national de recherche en sciences et technologies du numériqueFR3 papers
- Sorbonne UniversitéFR3 papers
- Technical University of MunichDE3 papers
4 papers · 1 filter
Data-driven methods for computational mechanics: A fair comparison between neural networks based and model-free approaches
Martin Zlatić, Felipe Rocha, Laurent Stainier +1
We present a comparison between two approaches to modelling hyperelastic material behaviour using data. The first approach is a novel approach based on Data-driven Computational Me…
Data-driven fracture mechanics
Pietro Carrara, Laura De Lorenzis, Laurent Stainier +1
We present a new data-driven paradigm for variational brittle fracture mechanics. The fracture-related material modeling assumptions are removed and the governing equations stemmin…
Model-Free Data-Driven Methods in Mechanics: Material Data Identification and Solvers
Laurent Stainier, Adrien Leygue, Michael Ortiz
This paper presents an integrated model-free data-driven approach to solid mechanics, allowing to perform numerical simulations on structures on the basis of measures of displaceme…
Pseudo Dynamic Transitional Modeling of Building Heating Energy Demand Using Artificial Neural Network
S. Paudel, M. Elmtiri, W. L. Kling +2
This paper presents the building heating demand prediction model with occupancy profile and operational heating power level characteristics in short time horizon (a couple of days)…