simulation-based-optimization

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libprima /prima

Star357

PRIMA is a package for solving general nonlinear optimization problems without using derivatives. It provides the reference implementation for Powell's derivative-free optimization methods, i.e., COBYLA, UOBYQA, NEWUOA, BOBYQA, and LINCOA. PRIMA means Reference Implementation for Powell's methods with Modernization and Amelioration, P for Powell.

python optimization matlab constrained-optimization numerical-optimization nonlinear-optimization unconstrained-optimization prima powell blackbox-optimization modern-fortran cobyla derivative-free-optimization simulation-based-optimization bobyqa newuoa uobyqa lincoa zeroth-order-method

UpdatedJul 11, 2025
Fortran

bbopt /nomad

Star142

NOMAD - A blackbox optimization software

solver optimization-algorithms blackbox-optimization surrogate-based-optimization blackbox-optimizer mathematical-algorithms derivative-free-optimization simulation-based-optimization

UpdatedJul 17, 2025
C++

pdfo /pdfo

Star103

Powell's Derivative-Free Optimization solvers.

python fortran simulation optimization matlab constrained-optimization numerical-optimization nonlinear-optimization optimization-algorithms unconstrained-optimization powell blackbox-optimization cobyla derivative-free-optimization zeroth-order-optimization simulation-based-optimization bobyqa newuoa uobyqa lincoa

UpdatedMay 2, 2025
Fortran

parmoo /parmoo

Star82

Python library for parallel multiobjective simulation optimization

python3 numerical-optimization multiobjective-optimization multiobjective simulation-optimization blackbox-optimization surrogate-based-optimization mathematical-software simulation-based-optimization response-surface-methodology multicriteria-optimization

UpdatedAug 30, 2024
Python

Ahmed-Bayoumy /OMADS

Star5

OMADS - A blackbox optimization python package

optimization solver optimization-algorithms mads blackbox-optimization blackbox-optimizer mathematical-algorithms derivative-free-optimization direct-search simulation-based-optimization omads

UpdatedApr 15, 2025
Python

Spinkoo /Simulink-based-inference

Star4

This repo contains examples of how to use Simulink simulation to perform simulation-based inference calculations in Python

python machine-learning deep-learning matlab simulink bayesian-inference machine-learning-tutorials simulation-based-optimization simulation-based-inference

UpdatedMay 28, 2024
Jupyter Notebook

shuowencs /indirect-inference-panel

Star2

Indirect inference bias correction for nonlinear panel

bias-correction simulation-based-optimization

UpdatedMar 16, 2021
R

QiqiDuan257 /pop-lsbbo

Star2

A pure-MATLAB library for POPulation-based Large-Scale Black-Box Optimization (pop-lsbbo).

model-based-optimization black-box-optimization matlab-library large-scale-optimization derivative-free-optimization gradient-free-optimization zeroth-order-optimization direct-search population-based-optimization simulation-based-optimization optimization-without-derivatives

UpdatedSep 22, 2019
MATLAB

americocunhajr /CROSS-OPT

Star1

CROSS-OPT is a Matlab package for optimizing truss structures with the Cross-Entropy method and augmented Lagrangian formulation.

size-optimization shape-optimization structural-mechanics cross-entropy-method simulation-based-optimization nonconvex-optimization augmented-lagrangian structural-optimization

UpdatedApr 4, 2025
MATLAB

ApeliDev /Adaptive_detection

Star0

Adaptive_detection is a sophisticated reinforcement learning framework designed for autonomous driving applications using the CARLA simulator. The project integrates state-of-the-art YOLOv9 object detection to enable adaptive perception and decision-making in complex driving scenarios.

python ssd detectors carla-simulator multi-modal-learning autonomousdriving simulation-based-optimization driving-simulator detr yolov9-object-tracking