Computational & Multiscale Mechanics of Materials
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Open source Code & Data
Open source code
The cm3 laboratory provides efficient algorithms for homogenisation implemented in a parallel setting in the open source finite element code based on Gmsh . In order to have access to the sources (with no guarantee on the support):
The code is distributed under
the GNU General Public License (GPL), see exceptions.
Open source data
The open source data are Licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) (https://creativecommons.org/licenses/by/4.0):
- Data of "L. Wu, L. 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 424: 116881", data doi: 10.5281/zenodo.10551272, Repository.
- Software and DataSet of "V. D. Nguyen, L. Wu, F. Remacle, and L. Noels. "A quantum annealing-sequential quadratic programming assisted finite element simulation for non-linear and history-dependent mechanical problems."
European Journal of Mechanics. A, Solids 105 (Mai 2024): 105254", data doi: 10.5281/zenodo.10451584
- Data of "L. Wu, C. Anglade, L. Cobian, M. Monclus, J. Segurado, F. Karayagiz, U. Freitas, and L. Noels. "Bayesian inference of high-dimensional finite-strain visco-elastic-visco-plastic model parameters for additive manufactured polymers and neural network based material parameters generator." International Journal of Solids and Structures 283 (2023): 112470", data doi: 10.5281/zenodo.7792804
- Data of "J. M. Calleja Vazquez, L. Wu, V. D. Nguyen, and L. Noels. "A micromechanical mean-field homogenization surrogate for the stochastic multiscale analysis of composite materials failure." International Journal for Numerical Methods in Engineering 124 (2023): 5200-5262", data doi: 10.5281/zenodo.7998798
- Data of "A. Hilhorst, J. Leclerc, T. Pardoen, P. J. Jacques, L. Noels, and V. D. Nguyen. "Ductile fracture of high entropy alloys: From the design of an experimental campaign to the development of a micromechanics-based modeling framework." Engineering Fracture Mechanics, 275 (29 November 2022): 108844", data doi:10.5281/zenodo.7093549
- Data of "L. Wu and L. Noels. "Recurrent Neural Networks (RNNs) with dimensionality reduction and break down in computational mechanics; application to multi-scale localization step." Computer Methods in Applied Mechanics and Engineering 390 (February 2022): 114476 ", data doi: 10.5281/zenodo.5668390
- Data of "V. D. Nguyen and L. Noels. "Interaction-based material network: a general framework for (porous) microstructured materials." Computer Methods in Applied Mechanics and Engineering 389 (February 2022): 114300", data doi:
10.5281/zenodo.5568832
- Data of "V. D. Nguyen and L. Noels. "Micromechanics-based material networks revisited from the interaction viewpoint; robust and efficient implementation for multi-phase composites." European Journal of Mechanics. A, Solids 91 (January 2022): 104384", data doi: 10.5281/zenodo.4743654
- Data of "L. Wu, L. Adam, and L. Noels. "Micro-mechanics and data-driven based reduced order models for multi-scale analyses of woven composites." Composite Structures 270 (August 15, 2021): 114058", data doi: 10.5281/zenodo.4718641
- Data of "L. Wu, K. Zulueta Uriondo, Z. Major, A. Arriaga, and L. Noels. "Bayesian inference of non-linear multiscale model parameters accelerated by a Deep Neural Network." Computer Methods in Applied Mechanics and Engineering 360 (March 1, 2020): 112693", data doi: 10.5281/zenodo.3740410
- Data of "L. Wu, V. D. Nguyen, N. G. Kilingar, and L. Noels. « A recurrent neural network-accelerated multi-scale model for elasto-plastic heterogeneous materials subjected to random cyclic and non-proportional loading paths. » Computer Methods in Applied Mechanics and Engineering (2020): 113234", data doi: 10.5281/zenodo.3902663
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E-mail: L.Noels @ ulg.ac.be; Address: University of Liège, CM3 B52, Allée de la découverte 9, B4000 Liège, Belgium