GitHub topics: particle-swarm-optimization

Repositories

SimonBlanke/Gradient-Free-Optimizers

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

Language: Python - Size: 38.3 MB - Last synced at: about 3 hours ago - Pushed at: about 4 hours ago - Stars: 1,234 - Forks: 90

HaaLeo/swarmlib

This repository implements several swarm optimization algorithms and visualizes them. Implemented algorithms: Particle Swarm Optimization (PSO), Firefly Algorithm (FA), Cuckoo Search (CS), Ant Colony Optimization (ACO), Artificial Bee Colony (ABC), Grey Wolf Optimizer (GWO) and Whale Optimization Algorithm (WOA)

Language: Python - Size: 192 MB - Last synced at: 1 day ago - Pushed at: over 4 years ago - Stars: 538 - Forks: 110

JvanZyl1/PSSO-SAC-for-powered-descent

Investigating the performance of Particle SubSwarm Optimisation (PSSO) performing Neuroevolution (NE) and Soft Actor Critic (SAC) Reinforcement Learning (RL) on the powered descent problem.

Language: Python - Size: 6.84 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0

zwg770123/THRO

Tianji's horse racing optimization (THRO): A new metaheuristic inspired by ancient wisdom in the Chinese history.

Language: MATLAB - Size: 1.78 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

rishavpramanik/AAPSO

An adaptive and altruistic PSO-based deep feature selection method for Pneumonia detection from Chest X-rays, published in Applied Soft Computing, Elsevier

Language: Python - Size: 10.6 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 8 - Forks: 3

7zaa/IEEE-Congress-on-Evolutionary-Computation-Benchmark-functions-suite

This repositories include the IEEE Congress on Evolutionary Computation Benchmark functions suite (IEEE CEC 2014 2017 2020 2022). You can use the untitled.m to form a figure of the benchmark function.

Language: C++ - Size: 6.63 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 5 - Forks: 1

Evolutionary-Intelligence/pypop

[JMLR (CCF-A)] PyPop7: A Pure-Python LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* variants (from evolutionary computation, swarm intelligence, statistics, operations research, machine learning, mathematical optimization, etc.). [https://jmlr.org/papers/v25/23-0386.html]

Language: Python - Size: 959 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 247 - Forks: 38

LC-Linkous/pso_python Fork of jonathan46000/pso_python

An Even Simplier Particle Swarm Optimizer Written in Python (for AntennaCAT baseline data collection). Has branches for different PSO implementations

Language: Python - Size: 157 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 0 - Forks: 0

guofei9987/scikit-opt

Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

Language: Python - Size: 382 KB - Last synced at: 7 days ago - Pushed at: about 1 year ago - Stars: 5,544 - Forks: 1,004

Evolutionary-Intelligence/DistributedEvolutionaryComputation

A (still growing) paper list of Evolutionary Computation (EC) published in some (rather all) top-tier (and also EC-focused) journals and conferences. For EC-focused publications, only Parallel/Distributed EC are covered in the current version.

Size: 192 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 138 - Forks: 34

ali-shihab/metaheuristic-swarm-optimiser

An Adaptive Strategy Particle Swarm Optimiser for CNN Training

Language: Jupyter Notebook - Size: 11.5 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

VTzy137/RPP-imp

Created by Truong

Language: C++ - Size: 12.7 MB - Last synced at: 9 days ago - Pushed at: 9 days ago - Stars: 0 - Forks: 0

HuangJunh/SLE-NAS

[TNNLS 2023] Split-Level Evolutionary Neural Architecture Search with Elite Weight Inheritance (SLE-NAS)

Language: Python - Size: 27.3 KB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 3 - Forks: 1

ljvmiranda921/pyswarms

A research toolkit for particle swarm optimization in Python

Language: Python - Size: 64 MB - Last synced at: 11 days ago - Pushed at: 11 months ago - Stars: 1,341 - Forks: 338

JustKesha/routing-by-pso

Algorithm visualization website for routing using particle swarm optimization

Language: HTML - Size: 1.3 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 1 - Forks: 1

notsonnatureall/Clustery-Auto-Cluster-APP

An interactive customer segmentation project using unsupervised learning algorithms: GMM, SOM, and K-Means with PSO. Includes preprocessing, clustering, evaluation, and a live Streamlit app for auto-clustering with visualization and performance metrics.

Language: Python - Size: 13.7 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

nathanrooy/particle-swarm-optimization

Learn about particle swarm optimization (PSO) through Python!

Language: Python - Size: 34.2 KB - Last synced at: 7 days ago - Pushed at: over 4 years ago - Stars: 278 - Forks: 122

thieu1995/GrafoRVFL

GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network

Language: Python - Size: 138 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 5 - Forks: 0

enricoschumann/NMOF

Functions, examples and data from the first and the second edition of "Numerical Methods and Optimization in Finance" by M. Gilli, D. Maringer and E. Schumann (2019, ISBN:978-0128150658). This repository mirrors https://gitlab.com/NMOF/NMOF .

Language: R - Size: 4.07 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 37 - Forks: 6

thieu1995/mealpy

A Collection Of The State-of-the-art Metaheuristic Algorithms In Python (Metaheuristic/Optimizer/Nature-inspired/Biology)

Language: Python - Size: 14.8 MB - Last synced at: 18 days ago - Pushed at: 21 days ago - Stars: 1,024 - Forks: 206

thieu1995/EvoRBF

EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks

Language: Python - Size: 4.01 MB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 7 - Forks: 1

thieu1995/WaveletML

WaveletML: A Scalable and Extensible Wavelet Neural Network Framework

Language: Python - Size: 179 KB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 0 - Forks: 0

thieu1995/MetaPerceptron

MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization

Language: Python - Size: 338 KB - Last synced at: 22 days ago - Pushed at: 23 days ago - Stars: 11 - Forks: 1

thieu1995/IntelELM

IntelELM: A Python Framework for Intelligent Metaheuristic-based Extreme Learning Machine

Language: Jupyter Notebook - Size: 4.2 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 16 - Forks: 4

leonardomusini/PSO-with-GP

Exam project of the Global and Multi-Objective Optimization course

Language: Python - Size: 8.79 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0

aresio/fst-pso

A settings-free global optimization method based on PSO and fuzzy logic

Language: Python - Size: 128 KB - Last synced at: 24 days ago - Pushed at: 24 days ago - Stars: 38 - Forks: 22

Hvass-Labs/MetaOps

Tuning the Parameters of Heuristic Optimizers (Meta-Optimization / Hyper-Parameter Optimization)

Language: Jupyter Notebook - Size: 1.13 MB - Last synced at: 6 days ago - Pushed at: over 6 years ago - Stars: 55 - Forks: 12

LiYangSir/Smart-Algorithm

智能算法-遗传算法、蚁群算法、粒子群算法实现。实现版本Java,Python,MatLab多版本实现

Language: MATLAB - Size: 2.11 MB - Last synced at: about 1 month ago - Pushed at: about 5 years ago - Stars: 764 - Forks: 154

LiYangHart/Hyperparameter-Optimization-of-Machine-Learning-Algorithms

Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear)

Language: Jupyter Notebook - Size: 235 KB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 1,293 - Forks: 304

MaxHalford/eaopt

:four_leaf_clover: Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution)

Language: Go - Size: 591 KB - Last synced at: about 1 month ago - Pushed at: 5 months ago - Stars: 900 - Forks: 97

Jakson-Almeida/Follow-Line-Simulator

Follow Line Simulator with RNN deep learning.

Language: Processing - Size: 1.88 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

thieu1995/metaheuristics

Implement the-state-of-the-art meta-heuristic algorithms using python (numpy)

Language: Jupyter Notebook - Size: 18.4 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 286 - Forks: 83

itsatefe/Metaheuristic-Algorithms

Metaheuristic Algorithms for Bin Packing Problem (1D and 2D)

Language: C# - Size: 201 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 6 - Forks: 0

jmssnr/particle-swarm-optimization

Illustrating particle swarm optimization via nonlinear parameter estimation

Language: TypeScript - Size: 603 KB - Last synced at: 10 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Chaganti-Reddy/ISPSO

Image Segmentation Using Particle Swarm Optimization & K-means Clustering Algorithm

Language: Python - Size: 3.58 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

yangyongkang2000/SEvoBench

A C++ Framework for Evolutionary Single-Objective Optimization Benchmarking

Language: C++ - Size: 27.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 5 - Forks: 1

kkg1999/MetaheuristicOptimization

Different meta-heuristic optimization techniques for feature selection

Language: Python - Size: 1.18 MB - Last synced at: 17 days ago - Pushed at: about 5 years ago - Stars: 41 - Forks: 24

bundasmanu/skin_mnist

Analysis of Skin Cancer MNIST: HAM10000

Language: Jupyter Notebook - Size: 1.73 MB - Last synced at: 22 days ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 0

Kampi/particle-mqtt 📦

MQTT client implementation for TCP supporting devices (i. e. Argon, Photon) from Particle IoT.

Language: C++ - Size: 27.3 KB - Last synced at: 8 days ago - Pushed at: about 5 years ago - Stars: 1 - Forks: 0

kthohr/optim

OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions

Language: C++ - Size: 11.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 853 - Forks: 140

Ki-Seki/Genetic-Particle-Swarm-Optimization

陈克明《动态多智能算法及其在物流配送系统中的应用研究》中的遗传-粒子群算法复现

Language: MATLAB - Size: 4.59 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 11 - Forks: 2

LamNgo1/boids

[AAAI' 25] BOIDS: High-dimensional Bayesian Optimization via Incumbent-guided Direction Lines and Subspace Embeddings

Language: Python - Size: 312 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 0

100/Solid

🎯 A comprehensive gradient-free optimization framework written in Python

Language: Python - Size: 268 KB - Last synced at: about 1 month ago - Pushed at: almost 6 years ago - Stars: 579 - Forks: 59

MightyGoldenOctopus/FlipperTheDolphin

Portfolio optimization using particle swarm optimization model with Sharpe ratio as a fitness function

Language: Jupyter Notebook - Size: 2.61 MB - Last synced at: 5 days ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

OluwadareLab/ParticleChromo3D

Using Particle Swarm Algorithm for chromosome three-dimensional structure construction

Language: Jupyter Notebook - Size: 143 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 5

abhi4578/Parallelization-of-PSO

Paralleling Particle Swarm Optimization using OpenMp, MPI and CUDA frameworks and comparing the performance

Language: C - Size: 5.13 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 8 - Forks: 3

Draglesss/t-SNE-PSO

t-Distributed Stochastic Neighbor Embedding with Particle Swarm Optimization (TSNE-PSO) is an enhanced version of t-SNE that uses Particle Swarm Optimization instead of gradient descent for the optimization step. This implementation is based on the research paper by Allaoui et al. (2025).

Language: Python - Size: 3.22 MB - Last synced at: 11 days ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

jaswinder9051998/zoofs

zoofs is a python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics-based to Evolutionary. It's easy to use , flexible and powerful tool to reduce your feature size.

Language: Python - Size: 6.75 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 245 - Forks: 46

keurfonluu/StochANNPy

StochANNPy (STOCHAstic Artificial Neural Network for PYthon) provides user-friendly routines compatible with Scikit-Learn for stochastic learning.

Language: Python - Size: 169 KB - Last synced at: 17 days ago - Pushed at: about 7 years ago - Stars: 8 - Forks: 4

duongpm/SPSO

Spherical Vector-based Particle Swarm Optimization

Language: MATLAB - Size: 2.88 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 100 - Forks: 28

FilippoAiraldi/vectorized-particle-swarm

Vectorized Particle Swarm Optimization

Language: Python - Size: 203 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 1 - Forks: 0

ganjalipour/Optimization

multi objective, single objective optimization, genetic algorithm for multi-objective optimization, particle swarm intelligence, ... implementation in python

Language: Python - Size: 10.7 KB - Last synced at: 30 days ago - Pushed at: about 5 years ago - Stars: 16 - Forks: 2

materight/evolutionary-image-vectorization

An algorithm for vectorizing raster images based on genetic algorithms and swarm intelligence.

Language: Python - Size: 52.5 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 22 - Forks: 4

HuangJunh/EPCNAS

[TEVC] Efficient Particle Swarm Optimization for Compact Neural Architecture Search (EPCNAS)

Language: Python - Size: 29.3 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 8 - Forks: 0

elte-collective-intelligence/student-particle-swarm-optimization

MARL research project, where agents collaboratively optimize a given objective function in a multi-dimensional search space.

Size: 1.56 MB - Last synced at: 27 days ago - Pushed at: 27 days ago - Stars: 0 - Forks: 0

izzuddinafif/MATLAB-GA-PSO

This MATLAB project implements a hybrid optimization algorithm that combines Genetic Algorithm (GA) and Particle Swarm Optimization (PSO). The algorithm is designed to optimize a set of parameters (genes) for various problems, making it flexible and adaptable to different optimization scenarios.

Language: MATLAB - Size: 30.3 KB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 20 - Forks: 2

draked1234/Advanced-Python-Programming

Explore the depths of Python with advanced concepts like metaprogramming, memory management, asyncio, concurrency, CPython internals, testing, and automation. Learn, practice, and master Python’s full potential

Size: 1.95 KB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 2 - Forks: 0

thieu1995/MetaCluster

MetaCluster: An Open-Source Python Library for Metaheuristic-based Clustering Problems

Language: Python - Size: 3.14 MB - Last synced at: 20 days ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 4

HuidaeCho/ispso

Isolated-Speciation-based Particle Swarm Optimization

Language: R - Size: 46.9 MB - Last synced at: about 2 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 2

Sparxxz/Particle-Swarm-Optimisation-C4.5

This is a type of optimisation technique using PSO+C4.5 algorithm, mainly used as Gene Selection Algorithm

Language: Jupyter Notebook - Size: 1.88 MB - Last synced at: 3 days ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 1

lepton01/ML

Repository for algorithms and functions intended to learn machine learning.

Language: Julia - Size: 113 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

LazoVelko/Particle-Swarm-Optimization

A population based stochastic algorithm for finding the minimum value in a function.

Language: Java - Size: 8.79 KB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 17

wurstbroteater/papso 📦

Parallel Asynchronous Particle Swarm Optimization in Clojure

Language: Clojure - Size: 132 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0

Kaeryv/Hybris

Particle Swarm Optimizer with fuzzy parameter control

Language: C - Size: 1.94 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

karanchawla/Airfoil-Optimization

This repository contains code development for the 4th credit project for AE416. The aim of the project is to compare different optimization algorithms in the context of airfoil optimization.

Language: Python - Size: 4.31 MB - Last synced at: 2 months ago - Pushed at: over 8 years ago - Stars: 23 - Forks: 6

ccssmnn/hego

Metaheuristics / Blackbox Optimization Algorithms for Go: Simulated Annealing, Genetic Algorithm, Ant Colony Optimization, Tabu Search, Particle Swarm Optimization ...

Language: Go - Size: 252 KB - Last synced at: 3 days ago - Pushed at: over 3 years ago - Stars: 55 - Forks: 7

ComPlat/Thermosimfit

Optimizing Unknown Parameters in Algebraic Systems for Thermodynamic Bindings (https://complat.github.io/Thermosimfit/)

Language: R - Size: 144 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

TATU-hacker/NIDS-1D_CNN-GA_PSO

Hyperparameter Optimization for 1D-CNN-Based Network Intrusion Detection Using GA and PSO

Language: Jupyter Notebook - Size: 4.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 10 - Forks: 2

SuperrMurlocc/PSO

A fun visualization project for Particle Swarm Optimization.

Language: Python - Size: 989 KB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

rydzze/Breast-Cancer-Detection-with-Neural-Network

Project for Computational Intelligence

Language: Jupyter Notebook - Size: 1.37 MB - Last synced at: 18 days ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

mert-byrktr/PSO-Hyperparameter-Selection

Hyperparameter selection on machine learning models using Particle Swarm Optimization

Language: Python - Size: 28.3 KB - Last synced at: 15 days ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

tomitomi3/LibOptimization

LibOptimization is numerical optimization algorithm library for .NET Framework. / .NET用の数値計算、最適化ライブラリ

Language: Visual Basic .NET - Size: 4.97 MB - Last synced at: 10 days ago - Pushed at: 4 months ago - Stars: 60 - Forks: 19

Haus226/OptViz

Language: Python - Size: 205 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

TAMS-Group/bio_ik

MoveIt kinematics_base plugin based on particle optimization & GA

Language: C++ - Size: 1.25 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 215 - Forks: 83

SioKCronin/swarmopt

Swarm intelligence optimizer

Language: Python - Size: 26.4 MB - Last synced at: 3 days ago - Pushed at: 5 months ago - Stars: 34 - Forks: 11

swharden/SwarmFit

A .NET package for fitting curves to data using particle swarm optimization

Language: C# - Size: 730 KB - Last synced at: 7 days ago - Pushed at: 9 months ago - Stars: 17 - Forks: 2

mohammad95labbaf/PSO-GA-Strategy-Optimization

This repository focuses on optimizing a trend-based trading strategy for the EURUSD currency pair. By combining PSO and GA, the goal is to maximize returns while minimizing risk. The strategy considers buy and sell signals based on Supertrend and EMA conditions, with a fixed commission of 3 pips per trade.

Language: Jupyter Notebook - Size: 1.89 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

liviuxyz-ctrl/PSO_Code

Jupyter notebooks demonstrating different Particle Swarm Optimization (PSO) experiments

Language: Jupyter Notebook - Size: 1.92 MB - Last synced at: 3 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

ngroup/qpso

A Python implementation of quantum particle swarm optimization (QPSO).

Language: Python - Size: 4.88 KB - Last synced at: 7 days ago - Pushed at: over 5 years ago - Stars: 21 - Forks: 3

Leo-VCM/Particle-Swarm-Optimization

The way it works is by iteratively improving a candidate solution from a population of particles (swarm), by moving these particles around. Each of these particles are aware of their best yet position in the search space, as well as the swarm's best position yet is also known.

Language: Python - Size: 2.93 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0