13 results found Sort:

SMTorg
smt SMTorg
213
706
bsd-3-clause
29
Surrogate Modeling Toolbox
sampling derivative multi-fidelity machine-learning surrogate-models mixture-of-experts predictive-modeling
Created 2016-11-08
1,571 commits to master branch, last one 7 days ago
JuDFTteam
best-of-atomistic-machine-learning JuDFTteam
38
415
cc-by-sa-4.0
10
🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.
ai4science awesome-list best-of-list drug-discovery condensed-matter surrogate-models quantum-chemistry molecular-dynamics materials-discovery electronic-structure scientific-computing materials-informatics interatomic-potentials computational-chemistry density-functional-theory atomistic-machine-learning scientific-machine-learning computational-materials-science
Created 2023-06-09
406 commits to main branch, last one 18 days ago
SciML
Surrogates.jl SciML
70
338
other
13
Surrogate modeling and optimization for scientific machine learning (SciML)
julia sciml surrogate surrogates optimization surrogate-models differential-equations automatic-differentiation high-performance-computing scientific-machine-learning surrogate-based-optimization
Created 2019-05-08
1,222 commits to master branch, last one 15 days ago
Mohamedelrefaie
DrivAerNet Mohamedelrefaie
34
240
other
16
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
cfd dgcnn meshes drivaer openfoam car-design 3d-geometry data-driven aerodynamics deep-learning generative-ai fluid-dynamics fluid-simulation surrogate-models parametric-design large-scale-dataset surrogate-modelling deep-neural-networks graph-neural-networks computational-fluid-dynamics
Created 2024-03-04
171 commits to main branch, last one 25 days ago
dme65
pySOT dme65
53
205
other
22
Surrogate Optimization Toolbox for Python
asynchronous optimization surrogate-models gaussian-processes global-optimization bayesian-optimization radial-basis-function black-box-optimization surrogate-based-optimization global-optimization-algorithms
Created 2015-06-03
321 commits to master branch, last one 3 years ago
shawnrosofsky
PINO_Applications shawnrosofsky
26
112
apache-2.0
3
Applications of PINOs
pytorch deep-learning surrogate-models physics-informed-ml
Created 2021-12-08
103 commits to main branch, last one 2 years ago
isds-neu
PeRCNN isds-neu
18
91
mit
4
Encoding physics to learn reaction-diffusion processes
pde surrogate-models finite-difference equation-discovery physics-simulation physics-encoded-learning scientific-machine-learning
Created 2022-10-04
24 commits to main branch, last one about a year ago
sandialabs
UQTk sandialabs
27
76
other
9
Sandia Uncertainty Quantification Toolkit
uq mcmc scr-1380 uncertainty mcmc-methods mcmc-sampler snl-science-libs surrogate-models snl-data-analysis bayesian-inference uncertainty-estimation uncertainty-propagation uncertainty-quantification
Created 2019-06-26
845 commits to master branch, last one 9 days ago
je-santos
PoreFlow-Net je-santos
27
70
unknown
4
3D CNN to predict single-phase flow velocity fields
3d cnn gpu lbm keras 3d-images tensorflow permeability poreflow-net single-phase digital-rocks neural-networks keras-tensorflow machine-learning surrogate-models lattice-boltzmann porous-media-flow digital-rockphysics convolutional-neural-network convolutional-neural-networks
Created 2020-03-05
24 commits to master branch, last one 2 years ago
relf
egobox relf
2
67
apache-2.0
3
Efficient global optimization toolbox in Rust: bayesian optimization, mixture of gaussian processes, sampling methods
surrogate-models gaussian-processes mixture-of-experts global-optimization latin-hypercube-sampling
Created 2020-08-27
522 commits to master branch, last one 11 days ago
tum-pbs
apebench tum-pbs
0
52
mit
5
[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)
pde benchmark deep-learning neural-emulation surrogate-models unrolled-training differentiable-physics autoregressive-neural-networks
Created 2024-05-21
137 commits to main branch, last one about a month ago
Pressio
pressio Pressio
7
45
other
16
core C++ library
uq kokkos trilinos c-plus-plus snl-science cpp-concepts linear-algebra petrov-galerkin machine-learning snl-applications surrogate-models dynamical-systems snl-data-analysis nonlinear-dynamics generic-programming reduced-order-models high-performance-computing
Created 2019-08-30
3,867 commits to develop branch, last one 14 days ago
AndreiChertkov
teneva AndreiChertkov
2
45
mit
2
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
tensor-train tensor-trains surrogate-models surrogate-modelling tensor-decomposition low-rank-approximation approximation-algorithms tensor-decomposition-algorithms
Created 2020-11-25
739 commits to master branch, last one 6 months ago