surrogate-based-optimization | Topic

Topic: "surrogate-based-optimization"

SciML/Surrogates.jl

Surrogate modeling and optimization for scientific machine learning (SciML)

Language: Julia - Size: 313 MB - Last synced at: about 13 hours ago - Pushed at: 11 days ago - Stars: 342 - Forks: 75

dme65/pySOT

Surrogate Optimization Toolbox for Python

Language: Jupyter Notebook - Size: 8.28 MB - Last synced at: 16 days ago - Pushed at: over 3 years ago - Stars: 208 - Forks: 53

bbopt/nomad

NOMAD - A blackbox optimization software

Language: C++ - Size: 294 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 130 - Forks: 24

Eric-Bradford/TS-EMO

This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).

Language: MATLAB - Size: 1.83 MB - Last synced at: 18 days ago - Pushed at: almost 5 years ago - Stars: 100 - Forks: 14

parmoo/parmoo

Python library for parallel multiobjective simulation optimization

Language: Python - Size: 7.46 MB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 79 - Forks: 12

sharma-n/global_optimization

Heuristic global optimization algorithms in Python

Language: Jupyter Notebook - Size: 22.5 MB - Last synced at: 10 months ago - Pushed at: about 4 years ago - Stars: 50 - Forks: 13

paulorocosta/ai-for-tsp-competition

This is the official repository of the AI for TSP competition at IJCAI 2021

Language: Python - Size: 32.9 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 20 - Forks: 8

AlgTUDelft/ExpensiveOptimBenchmark

Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions

Language: Python - Size: 2.96 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 16 - Forks: 4

pabloprf/MITIM-fusion

MITIM (MIT Integrated Modeling) Suite for Fusion Applications

Language: Python - Size: 103 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 14 - Forks: 5

sambo-optimization/sambo

🎯📈 Sequantial and model-based optimization

Language: Python - Size: 108 KB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 14 - Forks: 0

Plant-Food-Research-Open/calisim

A toolbox for the calibration and evaluation of simulation models.

Language: Python - Size: 6.01 MB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 13 - Forks: 1

lbliek/MVRSM

MVRSM algorithm for optimising mixed-variable expensive cost functions.

Language: Python - Size: 7.4 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 12 - Forks: 3

GuillaumeBriffoteaux/pySBO

Python platform for parallel Surrogate-Based Optimization

Language: Python - Size: 9.04 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 12 - Forks: 5

imperial-qore/DeepFT

Self-Supervised Deep Learning based Surrogate Models for Fault-Tolerant Edge Computing

Language: Python - Size: 152 MB - Last synced at: 12 months ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 2

yonghoonlee/MO-ASMO-I

Multiobjective Adaptive Surrogate Modeling-based Optimization Toolbox I

Language: Matlab - Size: 5.2 MB - Last synced at: 10 months ago - Pushed at: over 6 years ago - Stars: 11 - Forks: 2

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。

Language: Python - Size: 262 MB - Last synced at: about 12 hours ago - Pushed at: about 13 hours ago - Stars: 8 - Forks: 3

bbopt/sgtelib

Surrogate model library for Derivative-Free Optimization

Language: C++ - Size: 4.96 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 8 - Forks: 5

yandexdataschool/inverse-problem-intensive

A short course on simulation-based infernce for physics at YSDA in April 2021

Language: Jupyter Notebook - Size: 8.57 MB - Last synced at: 11 days ago - Pushed at: about 4 years ago - Stars: 7 - Forks: 1

poyentung/balsa

Benchmark suite for active learning (with surrogate models) in scientific discovery, featuring standardised tasks in materials science and biology 🧪🤖

Language: Python - Size: 3.07 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 5 - Forks: 0

soldasim/BOSS.jl

BOSS (Bayesian Optimization with Semiparametric Surrogate)

Language: Julia - Size: 2.77 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 4 - Forks: 1

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.

Language: Python - Size: 21.3 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 4 - Forks: 1

JBris/prefect-surrogate-models

Demonstrating the use of Prefect to orchestrate the creation of machine learning surrogate models as applied to mechanistic crop models.

Language: HTML - Size: 7.11 MB - Last synced at: 13 days ago - Pushed at: 5 months ago - Stars: 4 - Forks: 0

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

ANN based Surrogate model optimization of airfoil using XFOIL

Language: Jupyter Notebook - Size: 2.9 MB - Last synced at: 17 days ago - Pushed at: 8 months ago - Stars: 4 - Forks: 0

vardhah/UUV-design-optimization

A design optimization study of underwater vehicle using Bayesian optimization and deep learning based surrogate model

Language: Jupyter Notebook - Size: 126 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0

aresio/surF

surF - a surrogate modeling method based on Discrete Fourier Transform

Language: Python - Size: 26.4 KB - Last synced at: almost 2 years ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 2

yonghoonlee/MO-ASMO-II

Revised MO-ASMO Algorithm

Language: Matlab - Size: 4.27 MB - Last synced at: 10 months ago - Pushed at: over 6 years ago - Stars: 4 - Forks: 2

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

Language: TeX - Size: 635 MB - Last synced at: 12 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 2

jaimedantas/perceptron-classification

Implementation of the perceptron algorithm on MATLAB for classification

Language: MATLAB - Size: 280 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 2

YevheniiSemendiak/tud_master_text

Online selection hyper-heuristic with generic parameter control in low-level heuristics (meta-heuristic).

Language: TeX - Size: 42.9 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 3 - Forks: 0

ctpeterson/SwissFit

General-purpose library for fitting models to data with correlated Gaussian-distributed noise

Language: Python - Size: 2.01 MB - Last synced at: 9 days ago - Pushed at: 15 days ago - Stars: 2 - Forks: 0

scwolof/doepy

Python package for design of experiments

Language: Python - Size: 2.18 MB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 1

bettercallshao/sklearn_surrogatesearchcv

Surrogate adaptive randomized search for hyper-parameters tuning in sklearn.

Language: Python - Size: 20.5 KB - Last synced at: 29 days ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 0

industrial-optimization-group/desdeo-problem

This repository contains the packages that build the problem objects for the desdeo framework.

Language: Python - Size: 2.95 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 1 - Forks: 12

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

Efficient Foil Shape Optimization Using Artificial Neural Network-Based Surrogate Model with Adaptive Sampling Strategy

Language: Jupyter Notebook - Size: 5.8 MB - Last synced at: 17 days ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

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.

Language: Jupyter Notebook - Size: 26.9 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

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.

Language: Python - Size: 1.11 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

Ahmed-Bayoumy/SLML

Statistical learning models library for blackbox optimization

Language: Python - Size: 1.95 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

mghasemi/sksurrogate

SKSurrogate is a suite of tools that implements surrogate optimization for expensive functions based on scikit-learn. The main purpose of SKSurrogate is to facilitate hyperparameter optimization for machine learning models and optimized pipeline design (AutoML).

Language: Python - Size: 2.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 2