Rúben Lourenço

Universidad de Zaragoza — Spain

Physics and Astronomy · Physical Sciences

6h-index123citations13works9.02yr avg
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Research Topics

Model Reduction and Neural Networks(7), Metallurgy and Material Forming(4), Machine Learning in Materials Science(3), Non-Destructive Testing Techniques(3), Optical measurement and interference techniques(2)

Publications13 total

Corrigendum to “Thermodynamics-informed multi-head attention neural networks for constitutive modelling” [Int. J. Solids Struct. 328 (2026) 113845]
International Journal of Solids and Structures·2026Open Access
Thermodynamics-informed multi-head attention neural networks for constitutive modelling
International Journal of Solids and Structures·2026
Data-driven elastoplastic constitutive modelling with physics-informed RNNs using the Virtual Fields Method for indirect training
Computer Methods in Applied Mechanics and Engineering·2025· 4 citedOpen Access
On the use of physics-based constraints and validation KPI for data-driven elastoplastic constitutive modelling
Computer Methods in Applied Mechanics and Engineering·2025· 25 citedOpen Access
An indirect training approach for implicit constitutive modelling using recurrent neural networks and the virtual fields method
Computer Methods in Applied Mechanics and Engineering·2024· 17 citedOpen Access
On the constraints and consistency in implicit constitutive modelling using ANNs and indirect training
Materials research proceedings·2023Open Access
The Virtual Fields Method to Indirectly Train Artificial Neural Networks for Implicit Constitutive Modelling
Key engineering materials·2022Open Access
On the inverse identification methods for forming plasticity models using full-field measurements
IOP Conference Series Materials Science and Engineering·2022· 10 citedOpen Access
The Use of Machine-Learning Techniques in Material Constitutive Modelling for Metal Forming Processes
Metals·2022· 29 citedOpen Access
Energy management in the Portuguese ceramic industry: Analysis of real-world factories
Energy·2021· 15 cited
Emission inventory for harbour-related activities: comparison of two distinct bottom-up methodologies
Air Quality Atmosphere & Health·2021· 21 cited
INDOOR AIR QUALITY STUDY USING LOW-COST SENSORS
WIT transactions on ecology and the environment·2020· 3 citedOpen Access
Development of a modular software based on the finite element method for incompressible problems
Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)·2018Open Access

Frequent Co-authors

A. Andrade‐Campos(6), Pétia Georgieva(5), C. Borrego(2), Mohammed El Fallaki Idrissi(2), George Chatzigeorgiou(2), Aiman Tarıq(1), Babür Deliktaş(1), Sandra Sorte(1), Vera Rodrigues(1), Alexandra Monteiro(1), Elías Cueto(1), L.C.M. Ruivo(1), Michael Russo(1), D.T. Pio(1), Nelson Bastos(1), Mariana Conde(1), Mafalda Gonçalves(1), João Henriques(1), J.M.P. Martins(1), Miguel G. Oliveira(1)