Publications

Upcoming events:

2024

1. D. Dumas, S. Zein, T. Benamara and I Lepot, 
   
   Hybrid high-fidelity & machine learning strategies in design for manufacturing and vulnerability of composites structures in aviation
   
   14th EASN International Conference, October 8th to 11th, 2024, Thessaloniki, Greece

2025

1. Ling Wu and Ludovic Noels
   
   Self-consistency Reinforced Recurrent Neural Networks to accelerate visoelasto-viscoplastic multi-scale problems
   
   Advances in Applied Mechanics Conference - JANUARY 5-9, 2025, Santa Cruz de Tenerife, Spain

Past events & publications: 

Here is a list of the current publications related to the DIDEAROT project:

Articles

1. Ling Wu, Ludovic Noels,
   
   Self-consistency Reinforced minimal Gated Recurrent Unit for surrogate modeling of history-dependent non-linear problems: Application to history-dependent homogenized response of heterogeneous materials,
   
   Computer Methods in Applied Mechanics and Engineering, Volume 424, 2024, 116881, ISSN 0045-7825
   
   doi:10.1016/j.cma.2024.116881
   
   
   
   Open Access: http://dx.doi.org/10.2139/ssrn.4659520
   
   Data: https://doi.org/10.5281/zenodo.10551272

Conference papers

1. Luís Rodrigues, Carolina Furtado, João Ferreira, Igor A. Rodrigues Lopes, João Esteves, Federico Danzi
   
   Machine Learning-Accelerated Predictions of Design Allowables of Composite Laminates
   
   MadeAI 2024 – Modelling, Data Analytics and AI in Engineering 2–5 July 2024, Porto, Portugal
   
    
2. Igor A. Rodrigues Lopes, Nathan Klavzer, Carolina Furtado, Francisco M. Andrade Pires, Pedro P. Camanho and Thomas Pardoen
   
   Strain-gradient-plasticity for epoxy resins in micro-scale models of fibre-reinforced composites
   
   Congress on Numerical Methods in Engineering, 4-6 September 2024, University of Aveiro, Portugal
   
    
3. Igor A. Rodrigues Lopes, Nathan Klavzer, Carolina Furtado, Francisco M. Andrade Pires, Pedro P. Camanho and Thomas Pardoen
   
   Micro-scale models of unidirectional fibre-reinforced composites accounting for strain gradients in the epoxy resin
   
   European Conference on Composite Materials, Nantes, France
   
    
4. Igor Rodrigues Lopes, Nathan Klavzer, Carolina Furtado, Francisco M. Andrade Pires, Pedro P. Camanho, Thomas Pardoen,
   
   Modelling the microscopic behaviour of fibre-reinforced composites with strain gradient plasticity,
   
   ECCOMAS Congress 2024, 3 – 7 June 2024, Lisbon, Portugal
   
    
5. Carolina Furtado et al.,
   
   Machine Learning-Accelerated Predictions of Design Allowable of Composite Laminates,
   
   ECCOMAS Congress 2024, 3 – 7 June 2024, Lisbon, Portugal
   
    
6. Erdem Dinler, Igor A. Rodrigues Lopes Carolina Furtado and Pedro P. Camanho,
   
   Fast Estimation of intralaminar fracture properties and shear hardening law for fibre-reinforced composites,
   
   ECCOMAS Congress 2024, 3 – 7 June 2024, Lisbon, Portugal
   
    
7. Erdem Dinler, Igor A. Rodrigues Lopes Carolina Furtado and Pedro P. Camanho,
   
   Reduced Order Model Implementation for Intralaminar Failure in Composite Structures
   
   21st European Conference on Composite Materials, Nantes, France

Presentations

1. D. Dumas, I. Lepot
   
   Design Strategies Using Hybrid Models for Manufacturing and Vulnerability of Composite Structures
   
   ECCOMAS CM3 - TRANSPORT 2023, 15-17 May 2023, Jyväskylä, Finland