surrogate-based-optimization
There are 47 repositories under surrogate-based-optimization topic.
SciML/Surrogates.jl
Surrogate modeling and optimization for scientific machine learning (SciML)
dme65/pySOT
Surrogate Optimization Toolbox for Python
bbopt/nomad
NOMAD - A blackbox optimization software
Eric-Bradford/TS-EMO
This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).
parmoo/parmoo
Python library for parallel multiobjective simulation optimization
sharma-n/global_optimization
Heuristic global optimization algorithms in Python
AlgTUDelft/ExpensiveOptimBenchmark
Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions
paulorocosta/ai-for-tsp-competition
This is the official repository of the AI for TSP competition at IJCAI 2021
imperial-qore/DeepFT
Self-Supervised Deep Learning based Surrogate Models for Fault-Tolerant Edge Computing
GuillaumeBriffoteaux/pySBO
Python platform for parallel Surrogate-Based Optimization
lbliek/MVRSM
MVRSM algorithm for optimising mixed-variable expensive cost functions.
phrsampaio/deft-funnel
DEFT-FUNNEL: An open-source global optimization solver for constrained grey-box and black-box problems in Matlab.
yonghoonlee/MO-ASMO-I
Multiobjective Adaptive Surrogate Modeling-based Optimization Toolbox I
pabloprf/MITIM-fusion
MITIM (MIT Integrated Modeling) Suite for Fusion Applications
bbopt/sgtelib
Surrogate model library for Derivative-Free Optimization
yandexdataschool/inverse-problem-intensive
A short course on simulation-based infernce for physics at YSDA in April 2021
vardhah/UUV-design-optimization
A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model
poyentung/balsa
Benchmark suite for active learning (with surrogate models) in scientific discovery, featuring standardised tasks in materials science and biology 🧪🤖
smasky/UQPyL
A python package for parameter uncertainty quantification and optimization
aresio/surF
surF - a surrogate modeling method based on Discrete Fourier Transform
jaimedantas/perceptron-classification
Implementation of the perceptron algorithm on MATLAB for classification
JBris/prefect-surrogate-models
Demonstrating the use of Prefect to orchestrate the creation of machine learning surrogate models as applied to mechanistic crop models.
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
yonghoonlee/MO-ASMO-II
Revised MO-ASMO Algorithm
NaymaHassanEmu/ANN-Based-Airfoil-Optimization-with-XFOIL
ANN based Surrogate model optimization of airfoil using XFOIL
soldasim/BOSS.jl
BOSS (Bayesian Optimization with Semiparametric Surrogate)
YevheniiSemendiak/tud_master_text
Online selection hyper-heuristic with generic parameter control in low-level heuristics (meta-heuristic).
bettercallshao/sklearn_surrogatesearchcv
Surrogate adaptive randomized search for hyper-parameters tuning in sklearn.
ctpeterson/SwissFit
General-purpose library for fitting models to data with correlated Gaussian-distributed noise
scwolof/doepy
Python package for design of experiments
Ahmed-Bayoumy/SLML
Statistical learning models library for blackbox optimization
eismont21/knowledge-surrogate-opt
A transformative approach to manufacturing optimization, focusing on the textile forming process. This research synergizes domain-specific knowledge with simulation modeling and introduces Bayesian optimization for efficient parameter space exploration.
ernestvmo/CS-Research-Project-Stirling-BSc
Multi-objective optimization problem using the NSGA-2 and surrogate modelling to speed up the process.
mfsungeun/punch-die-optimization-pcb-registration
This repository contains code and data for optimizing punch and die design to minimize punched deviations in PCB registraion.
ShuleiLiu/EAHVFA
A Surrogate-Assisted Evolutionary Algorithm with Hypervolume Triggered Fidelity Adjustment for Noisy Multiobjective Integer Programming
Vijey-Subramani-Raja-Gopalan/GOMORS_Python3.7_PYSOT0.2.0
This GOMORS algorithm is the modified version of what is uploaded in this repository: https://github.com/drkupi/GOMORS_pySOT.