surrogate-based-optimization

There are 3 repositories under surrogate-based-optimization topic.

SciML / Surrogates.jl
Surrogate modeling and optimization for scientific machine learning (SciML)
surrogate-models surrogate-based-optimization surrogates surrogate sciml scientific-machine-learning high-performance-computing automatic-differentiation differential-equations julia optimization
Language:Julia 357
dme65 / pySOT
Surrogate Optimization Toolbox for Python
optimization asynchronous global-optimization global-optimization-algorithms bayesian-optimization surrogate-based-optimization surrogate-models radial-basis-function gaussian-processes black-box-optimization
Language:Jupyter Notebook 213
bbopt / nomad
NOMAD - A blackbox optimization software
blackbox-optimization optimization-algorithms solver derivative-free-optimization simulation-based-optimization mathematical-algorithms surrogate-based-optimization blackbox-optimizer
Language:C++ 145
Eric-Bradford / TS-EMO
This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).
bayesian-optimization machine-learning black-box-optimization gaussian-processes matlab expensive-to-evaluate-functions kriging surrogate-based-optimization thompson-sampling spectral-sampling genetic-algorithms multi-objective-optimization
Language:MATLAB 103
parmoo
parmoo / parmoo
Python library for parallel multiobjective simulation optimization
multiobjective-optimization python3 simulation-optimization surrogate-based-optimization blackbox-optimization mathematical-software multicriteria-optimization multiobjective numerical-optimization simulation-based-optimization response-surface-methodology
Language:Python 83
sharma-n / global_optimization
Heuristic global optimization algorithms in Python
global-optimization simulated-annealing genetic-algorithms nsga-ii nsga2 travelling-salesman-problem pathfinding heuristic-optimization vehicle-routing-problem python evolution tabu-search genetic-algorithm dds dynamically-dimensioned-search surrogate-based-optimization hyperparameter-optimization particle-swarm-optimization pso ant-colony-optimization
Language:Jupyter Notebook 57
AlgTUDelft / ExpensiveOptimBenchmark
Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions
optimization real-world-optimization surrogate-models surrogate-based-optimization benchmarking optimization-algorithms expensive-optimization bayesian-optimization
Language:Python 26
paulorocosta / ai-for-tsp-competition
This is the official repository of the AI for TSP competition at IJCAI 2021
reinforcement-learning surrogate-based-optimization
Language:Python 25
sambo
sambo-optimization / sambo
🎯 📈 Sequential And Model-Based Optimization with SCE-UA, SMBO, and SHGO algos. No deps—SOTA perfomance.
bayesian-optimization blackbox-optimization global-optimization global-optimization-algorithms sce-ua scikit-learn scikit-optimize scipy-optimize surrogate-based-optimization bayesopt hyperparameter-optimization hyperparameter-tuning machine-learning partial-dependence-plot scientific-computing hyperparameter-search optimize optimization-tools hydrological-modelling optimization-algorithms
Language:Python 24
pabloprf / MITIM-fusion
MITIM (MIT Integrated Modeling) Suite for Fusion Applications
bayesian-optimization fusion-energy modeling plasma-physics surrogate-based-optimization
Language:Python 16
Plant-Food-Research-Open / calisim
A toolbox for the calibration and evaluation of simulation models.
abc active-learning approximate-bayesian-computation bayesian-calibration bayesian-optimization bayesian-quadrature evolutionary-algorithms experimental-design history-matching model-calibration optimal-experimental-design optimisation reliability-analysis sbi sensitivity-analysis simulation-based-inference surrogate-based-optimization surrogate-models uncertainty-analysis uncertainty-quantification
Language:Python 16
JR-1991 / Catalax
🏍️ - JAX-based framework to model biological systems
bayesian-inference enzyme-kinetics enzymeml neural-networks neural-odes simulation surrogate-based-optimization
Language:Python 15
smasky / UQPyL
UQPyL is a python package for uncertainty quantification and parameter optimization. 参数不确定性分析及优化工具包。
optimization surrogate-based-optimization surrogate-modelling uncertainty-quantification
Language:Python 14
GuillaumeBriffoteaux / pySBO
Python platform for parallel Surrogate-Based Optimization
evolutionary-algorithms optimization-framework surrogate-based-optimization parallel-algorithm bayesian-optimization surrogate-assisted-optimization
Language:Python 12
vardhah / UUV-design-optimization
A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model
bayesian-optimization cfd deep-learning deep-neural-networks finite-element-methods surrogate-based-optimization surrogate-modelling
Language:Jupyter Notebook 12
lbliek / MVRSM
MVRSM algorithm for optimising mixed-variable expensive cost functions.
expensive-cost-functions machine-learning optimisation surrogate-based-optimization mixed-integer-programming
Language:Python 11
phrsampaio / deft-funnel
DEFT-FUNNEL: An open-source global optimization solver for constrained grey-box and black-box problems in Matlab.
global-optimization black-box-optimization constrained-optimization surrogate-based-optimization optimization solver matlab open-source
Language:MATLAB 11
yonghoonlee / MO-ASMO-I
Multiobjective Adaptive Surrogate Modeling-based Optimization Toolbox I
surrogate-based-optimization multiobjective-optimization engineering-design constrained-optimization framework algorithm design-tools
Language:MATLAB 10
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
NielsBongers / openfoam-airfoil-optimization
A simple proof-of-concept to optimize airfoils with OpenFOAM and differential evolution.
airfoil-generation airfoil-simulation cfd fluid-simulation global-optimization optimization surrogate-based-optimization surrogate-models
Language:Python 8
yandexdataschool / inverse-problem-intensive
A short course on simulation-based infernce for physics at YSDA in April 2021
bayesian-inference inference machine-learning neural-ode optimisation simulation-based-inference surrogate-based-optimization
Language:Jupyter Notebook 7
poyentung / baosa
Benchmark suite for active optimisation in scientific discovery, featuring standardised tasks in materials science and biology
benchmark machine-learning biology materials-science surrogate-based-optimization ai4science active-optimization
Language:Python 6
JBris / prefect-surrogate-models
Demonstrating the use of Prefect to orchestrate the creation of machine learning surrogate models as applied to mechanistic crop models.
bayesian-optimization botorch dask gpytorch prefect prefect-agent surrogate-based-optimization surrogate-models variational-bayes variational-inference docker docker-compose dvc minio mlflow mlflow-tracking-server mlops mechanistic-models pcse process-modeling
Language:HTML 5
NaymaHassanEmu / ANN-Based-Airfoil-Optimization-with-XFOIL
ANN based Surrogate model optimization of airfoil using XFOIL
aerodynamics airfoil drag lift shape-deformation hicks-henne 2d-airfoil 2d-shape-deformation jupyter-notebook python python-script naca0012 scipy-optimize sobol-sequence surrogate-based-optimization xfoil slsqp
Language:Jupyter Notebook 5
NREL / soogo
Surrogate-based 0-th Order Global Optimization for black-box problems.
ai black-box-optimization gradient-free-optimization optimization-algorithms surrogate-based-optimization expensive-to-evaluate-functions
Language:Python 5
soldasim / BOSS.jl
BOSS.jl (Bayesian Optimization with Semiparametric Surrogate)
bayesian-inference bayesian-optimization blackbox-optimization gaussian-processes julia optimization surrogate-based-optimization
Language:Julia 5
yonghoonlee / MO-ASMO-II
Revised MO-ASMO Algorithm
surrogate-based-optimization multiobjective-optimization constrained-optimization engineering-design framework algorithm design-tools
Language:MATLAB 5
aresio / surF
surF - a surrogate modeling method based on Discrete Fourier Transform
global-optimization python3 surrogate-based-optimization surrogate-models
Language:Python 4
ImpedanCEI / IDDEFIX
IDDEFIX is a physics-informed evolutionary optimization framework that fits a resonator-based model (parameterized by R, f, Q) to wakefield simulation data.
evolutionary-algorithms surrogate-based-optimization wakes impedances
Language:Python 4
perceptron-classification
jaimedantas / perceptron-classification
Implementation of the perceptron algorithm on MATLAB for classification
linear-classification machine-learning perceptron perceptron-learning-algorithm surrogate-based-optimization
Language:MATLAB 4
Valavanca / compositional-system-for-hyperparameter-tuning
:herb: Introduce surrogate based-optimization beside evolutionary algorithms that can significantly influence on the effort being spent for multi-objective parameter tuning
latex multi-objective-optimization parameter-tuning search-based-software-engineering surrogate-based-optimization
Language:TeX 4
YevheniiSemendiak / tud_master_text
Online selection hyper-heuristic with generic parameter control in low-level heuristics (meta-heuristic).
meta-heuristic meta-heuristics hyper-heuristic hyper-heuristics reinforcement-learning optimization traveling-salesman-problem traveling-salesman parameter-control parameter-tuning surrogate-based-optimization
Language:TeX 4
ctpeterson / SwissFit
General-purpose library for fitting models to data with correlated Gaussian-distributed noise
bayesian-methods bayesian-neural-networks fitting fitting-curve least-squares least-squares-regression machine-learning maximum-a-posteriori-estimation optimization parameter-estimation regression empirical-bayes surrogate-based-optimization
Language:Python 3
Plant-Food-Research-Open / calisim-examples-workshop-material
Workshop for calisim: A toolbox for the calibration and evaluation of simulation models.
abc active-learning approximate-bayesian-computation bayesian-calibration bayesian-inference bayesian-statistics evolutionary-algorithms history-matching optimal-experimental-design sbi sensitivity-analysis surrogate-based-optimization surrogate-models uncertainty-quantification
Language:Jupyter Notebook 3
NaymaHassanEmu / Surrogate-model-optimization-with-Adaptive-sampling
Efficient Foil Shape Optimization Using Artificial Neural Network-Based Surrogate Model with Adaptive Sampling Strategy
ann artificial-neural-networks cfd computational-fluid-dynamics xfoil hicks-henne panel-method surrogate-based-optimization surrogate-models adaptive-sampling aso optimization optimization-algorithms slsqp sobol-sequence aerodynamic-shape-optimization optimization-based-adaptive-sampling
Language:Jupyter Notebook 2
ShuleiLiu / EAHVFA
A Surrogate-Assisted Evolutionary Algorithm with Hypervolume Triggered Fidelity Adjustment for Noisy Multiobjective Integer Programming
evolutionary-computation multiobjective-optimization noise surrogate-based-optimization
Language:Python 2

surrogate-based-optimization

SciML / Surrogates.jl

dme65 / pySOT

bbopt / nomad

Eric-Bradford / TS-EMO

parmoo / parmoo

sharma-n / global_optimization

AlgTUDelft / ExpensiveOptimBenchmark

paulorocosta / ai-for-tsp-competition

sambo-optimization / sambo

pabloprf / MITIM-fusion

Plant-Food-Research-Open / calisim

JR-1991 / Catalax

smasky / UQPyL

GuillaumeBriffoteaux / pySBO

vardhah / UUV-design-optimization

lbliek / MVRSM

phrsampaio / deft-funnel

yonghoonlee / MO-ASMO-I

bbopt / sgtelib

NielsBongers / openfoam-airfoil-optimization

yandexdataschool / inverse-problem-intensive

poyentung / baosa

JBris / prefect-surrogate-models

NaymaHassanEmu / ANN-Based-Airfoil-Optimization-with-XFOIL

NREL / soogo

soldasim / BOSS.jl

yonghoonlee / MO-ASMO-II

aresio / surF

ImpedanCEI / IDDEFIX

jaimedantas / perceptron-classification

Valavanca / compositional-system-for-hyperparameter-tuning

YevheniiSemendiak / tud_master_text

ctpeterson / SwissFit

Plant-Food-Research-Open / calisim-examples-workshop-material

NaymaHassanEmu / Surrogate-model-optimization-with-Adaptive-sampling

ShuleiLiu / EAHVFA