Data Analytics in Engineering

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14 repositories

FANS
Public
FANS: an open-source, efficient, and parallel FFT-based homogenization solver designed to solve microscale multiphysics problems.
cpp nonlinear high-performance-computing fast-fourier-transform microstructure multi-physics multiscale-simulation high-throughput-computing finite-element-method hyperelasticity
C++
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GNU Lesser General Public License v3.0
•6•18•6•1•Updated Oct 24, 2025Oct 24, 2025
MSUtils
Public
A collection of utilities for creating, processing and exporting voxelized 3D microstructure image datasets
voronoi periodic microstructure tpms heterogeneous image-based microstructure-generator microstructure-characterization spinodal
Python
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GNU Lesser General Public License v3.0
•0•2•1•0•Updated Oct 23, 2025Oct 23, 2025
PolycrystalDiffusion
Public
Interactive interface for microstructure generation and diffusion simulation in polycrystalline materials
Python
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GNU Lesser General Public License v3.0
•0•0•1•0•Updated Oct 20, 2025Oct 20, 2025
AiiDA-FANS
Public
The AiiDA plugin for FANS, an FFT-based homogenization solver.
plugin aiida fans
Python
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GNU Lesser General Public License v3.0
•1•3•8•2•Updated Sep 25, 2025Sep 25, 2025
AdaptiveThermoMechROM
Public
Thermo-elastic linear homogenization with reduced order models and support for greedy sampling
Python
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MIT License
•3•2•0•1•Updated Sep 18, 2025Sep 18, 2025
GBDiffusion
Public
Python
•0•1•0•0•Updated Sep 12, 2025Sep 12, 2025
VoigtReussNet
Public
Surrogates for microstructure property linkages that inherently fulfill the Voigt-Reuss bounds.
neural-networks homogenization scientific-machine-learning physics-constrained structure-property-linkages multiscale-modeling
Python
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GNU Lesser General Public License v3.0
•0•1•0•0•Updated Jul 15, 2025Jul 15, 2025
.github
Public
0•0•0•0•Updated Jul 1, 2025Jul 1, 2025
ThermoNTFA
Public
Thermomechanical Nonuniform Transformation Field Analysis
Python
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Other
•3•2•0•0•Updated Apr 22, 2025Apr 22, 2025
nfdi-demonstrator
Public
NFDI-Matwerk demonstrator by @DataAnalyticsEngineering
Jupyter Notebook
•1•0•0•0•Updated Apr 7, 2025Apr 7, 2025
Linear_Homogenization_data
Public
Python
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GNU General Public License v3.0
•0•0•0•0•Updated Jan 13, 2025Jan 13, 2025
UMAT_2scale_LSDYNA
Public
Explore the fundamentals of implementing user-defined material routines in LS-DYNA using Python and C++. This includes the realization of two-scale simulation schemes using LS-DYNA.
Jupyter Notebook
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Other
•5•9•0•0•Updated Nov 11, 2024Nov 11, 2024
ComBoNormal
Public
ComBoNormal: Composite Boxel Normal Identification
Jupyter Notebook
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Other
•0•2•0•0•Updated Aug 22, 2024Aug 22, 2024
EQ2PC
Public
Equivalent 2 Point Correlation Microstructures
Jupyter Notebook
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BSD 3-Clause "New" or "Revised" License
•3•3•0•6•Updated Dec 27, 2022Dec 27, 2022