surrogate-modelling
There are 29 repositories under surrogate-modelling topic.
Mohamedelrefaie/DrivAerNet
A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
AndreiChertkov/teneva
A framework based on the tensor train decomposition for working with multivariate functions and multidimensional arrays
katiana22/GDM-PCE
Source code of: "Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models".
evanseitz/squid-nn
surrogate quantitative interpretability for deepnets
bbopt/sgtelib
Surrogate model library for Derivative-Free Optimization
Pressio/pressio-tutorials
Tutorials for the C++ pressio library
vardhah/UUV-design-optimization
A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model
smasky/UQPyL
A python package for parameter uncertainty quantification and optimization
EshaBiniwale/SBAO-15MW-FOWT-UMaine-semi-sub
Design optimization of floating offshore wind turbine with surrogate models
transientlunatic/heron
Heron is a surrogate modelling toolkit for python, using Gaussian process regression.
CS-433/ml-project-2-rombirli-edoulax-tzurecki
Reinforcement Learning Actors for Blade Pitch Control in Wind Turbine Systems
evanseitz/squid-manuscript
squid repository for manuscript analysis
jyyang5/mu_mu_lambda-ES
Design of a surrogate-assisted (mu/mu,lambda)-ES
Ahmed-Bayoumy/SLML
Statistical learning models library for blackbox optimization
Arnukk/CASPIAN
The official repository accompanying the paper "Deep Vision-Based Framework for Coastal Flood Prediction Under Climate Change Impacts and Shoreline Adaptations".
hyeonbeenlee/cNN-DP
A novel neural network for effective learning of highly impulsive/oscillatory dynamic systems by jointly utilizing low-order derivatives
industrial-optimization-group/desdeo-problem
This repository contains the packages that build the problem objects for the desdeo framework.
industrial-optimization-group/SurrogateAgents2
Surrogate modelling technique selectors
KHU-MASLAB/cNN-DP_deprecated
cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.
mandelbrot-walker/Photonic-pspliiter-fm
Numerical Characterization of Photonic Power Splitter: Optimization Criteria for Forward Modeling
mid2SUPAERO/PIR_Mario_Leupolt
Learning Aerodynamics Through Data to Improve Optimization Algorithms
raulorteg/hts_funnel
Hierarchical generative and regressive machine learning for next generation materials screening
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".
ymorsi7/SeismicLSTM
Mitigating the high computational costs associated with applying Bayesian model updating in inverse problems / Uncertainty Quantification and Efficient Sensitivity Analysis by using Surrogate Models
ComputationalDesignLab/surrogate-methods
Jupyter book for AAE 590 - Surrogate methods
hyeonbeenlee/cNN-DP_deprecated
cNN-DP: Composite neural network with differential propagation for impulsive nonlinear dynamics.
ka-sarthak/mm-Generator
DL models for generating stress fields in microstructures
MOR-transport/automated_NsPOD
Repository that implements the neural network shifted POD
akapet00/thermal-dosimetry-surrogate
Standardized Benchmark Dataset for Localized Exposure to a Realistic Source at 10-90 GHz