surrogate-modelling

There are 1 repository under surrogate-modelling topic.

AndreiChertkov / teneva
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
approximation-algorithms low-rank-approximation surrogate-modelling surrogate-models tensor-decomposition tensor-decomposition-algorithms tensor-train tensor-trains
Language:Python 37
katiana22 / GDM-PCE
Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".
encoder-decoder-model machine-learning manifold-learning polynomial-chaos-expansion surrogate-modelling uncertainty-quantification
Language:Jupyter Notebook 32
evanseitz / squid-nn
surrogate quantitative interpretability for deepnets
attribution-methods explainable-ai model-interpretability motif-analysis regulatory-genomics surrogate-modelling
Language:Python 9
bbopt / sgtelib
Surrogate model library for Derivative-Free Optimization
surrogate-models surrogate surrogate-modelling surrogate-based-optimization surrogate-model-based-optimization derivative-free-optimization blackbox-optimization
Language:C++ 8
vardhah / UUV-design-optimization
A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model
deep-neural-networks bayesian-optimization cfd deep-learning finite-element-methods surrogate-based-optimization surrogate-modelling
Language:Jupyter Notebook 6
Pressio / pressio-tutorials
Tutorials for the C++ pressio library
snl-applications snl-science-libs cpp dynamical-systems galerkin uq surrogate-modelling model-reduction-techniques snl-science projection
Language:C++ 5
transientlunatic / heron
Heron is a surrogate modelling toolkit for python, using Gaussian process regression.
surrogate-models surrogate-modelling gaussian-processes numerical-relativity gravitational-waves
Language:Jupyter Notebook 3
EshaBiniwale / SBAO-15MW-FOWT-UMaine-semi-sub
Design optimization of floating offshore wind turbine with surrogate models
fowt single-objective-optimization surrogate-modelling floating-offshore-wind-turbines mooring-system-design offshore-renewable-energy sbao keras-neural-networks tensorflow 15mw-fowt
Language:Jupyter Notebook 2
evanseitz / squid-manuscript
squid repository for manuscript analysis
attribution-methods explainable-ai model-interpretability motif-analysis regulatory-genomics surrogate-modelling
Language:Python 2
jyyang5 / mu_mu_lambda-ES
Design of a surrogate-assisted (mu/mu,lambda)-ES
evolution-strategy gaussian-processes surrogate-modelling
Language:MATLAB 2
Ahmed-Bayoumy / SLML
Statistical learning models library for blackbox optimization
blackbox-optimization derivative-free-optimization multidisciplinary-optimization surrogate surrogate-based-optimization surrogate-model-based-optimization surrogate-modelling surrogate-models multidisciplinary-design-optimization multimodel-management relative-adequacy-framework
Language:Python 1
hyeonbeenlee / cNN-DP
A novel neural network for effective learning of highly impulsive/oscillatory dynamic systems by jointly utilizing low-order derivatives
data-driven-model dynamics-simulation impulse-response nonlinear-dynamics surrogate-modelling surrogate-models chaotic-systems differential-equations nonlinear-systems
Language:Python 1
industrial-optimization-group / desdeo-problem
This repository contains the packages that build the problem objects for the desdeo framework.
multiobjective-optimization evolutionary-algorithms surrogate-modelling surrogate-based-optimization
Language:Python 1
industrial-optimization-group / SurrogateAgents2
Surrogate modelling technique selectors
machine-learning surrogate-modelling automatic-algorithm-selection
Language:Python 1
KHU-MASLAB / cNN-DP_deprecated
cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.
data-driven-model dynamics-simulation impulse-response multibody-dynamics multibody-simulation nonlinear-dynamics pytorch surrogate-modelling surrogate-models
Language:Python 1
mandelbrot-walker / Photonic-pspliiter-fm
Numerical Characterization of Photonic Power Splitter: Optimization Criteria for Forward Modeling
artificial-neural-networks forward-modeling machine-learning optical-power-splitter surrogate-modelling
Language:Jupyter Notebook 1
mid2SUPAERO / PIR_Mario_Leupolt
Learning Aerodynamics Through Data to Improve Optimization Algorithms
smt surrogate-modelling airfoil
Language:Python 1
raulorteg / hts_funnel
Hierarchical generative and regressive machine learning for next generation materials screening
autonomous-material-discovery deep-generative-model generative-model molecule-generation surrogate-modelling
Language:Python 1
sfragkoul / residual-gw-surrogate-modelling
This repository contains scripts that were used for the experiments of our work named "Deep Residual Error and Bag-of-Tricks Learning for Gravitational Wave Surrogate Modeling".
deep-learning machine-learning neural-network gravitational-waves surrogate-modelling
Language:Python 1
CS-433 / ml-project-2-rombirli-edoulax-tzurecki
Reinforcement Learning Actors for Blade Pitch Control in Wind Turbine Systems
reinforcement-learning surrogate-modelling surrogate-models turbine-blades turbine-control
Language:Jupyter Notebook 0
hyeonbeenlee / cNN-DP_deprecated
cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.
data-driven-model dynamics-simulation impulse-response multibody-dynamics nonlinear-dynamics surrogate-modelling surrogate-models pytorch
Language:Python 0
akapet00 / thermal-dosimetry-surrogate
Standardized Benchmark Dataset for Localized Exposure to a Realistic Source at 10-90 GHz
electromagnetic-fields human-exposure machine-learning synthetic-dataset-generation surrogate-modelling
Language:Jupyter Notebook
ka-sarthak / mm-Generator
DL models for generating stress fields in microstructures
deep-neural-networks generative-adversarial-network surrogate-modelling fourier-ne
Language:Python