simulation-based-optimization

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.

NOMAD - A blackbox optimization software

Powell's Derivative-Free Optimization solvers.

Python library for parallel multiobjective simulation optimization

OMADS - A blackbox optimization python package

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

Indirect inference bias correction for nonlinear panel

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

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

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.

PRIMA: Reference Implementation for Powell's methods with Modernization and Amelioration

Personal academic website of Andrea Serani – Research Scientist at CNR-INM specializing in simulation-based design optimization and AI for marine engineering.