Computational & Multiscale Mechanics of Materials
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Open source Code & Data
Open source code
Multi-scale and AI-enhanced Finite Element 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 on https://gitlab.onelab.info/cm3/cm3Libraries (with no guarantee on the support):
The code is distributed under
the GNU General Public License (GPL), see exceptions.
Quantum Annealing Finite Element Code
The cm3 laboratory provides a quantum anneling enhanced finite element implementation, available on https://doi.org/10.5281/zenodo.10451584 and licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) (https://creativecommons.org/licenses/by/4.0).
Generator of Braided unit cells
The cm3 laboratory provides a generator for Regular and Diamond Braided volume element, available on https://gitlab.onelab.info/cm3/cm3Braiding and licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) (https://creativecommons.org/licenses/by/4.0).
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 "H. Gülaşik, M. Houbben, C. P. Sànchez, J. M. Calleja Vázquez, P. Vanderbemden, C. Jérôme, and L. Noels. "A thermo-mechanical, viscoelasto-plastic model for semi-crystalline polymers exhibiting one-way and two-way shape memory effects under phase change." International Journal of Solids and Structures (2024): 112814", data doi: 10.5281/zenodo.10822690
- 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 (2024): 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
