aresio/fst-pso

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

Language: Python - Size: 110 KB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 38 - Forks: 22

Wandmalfarbe/Glowworm-Swarm-Optimization-Java

A Java implementation and visualization of the glowworm swarm optimization (GSO) algorithm invented by Krishnanand N. Kaipa and Debasish Ghose.

Language: Java - Size: 34.1 MB - Last synced at: about 15 hours ago - Pushed at: over 6 years ago - Stars: 4 - 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: 6 days ago - Pushed at: 4 months ago - Stars: 16 - Forks: 4

mert-byrktr/PSO-Hyperparameter-Selection

Hyperparameter selection on machine learning models using Particle Swarm Optimization

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Ahmed-AI-01/Swarm

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aliasgharheidaricom/RUN-Beyond-the-Metaphor-An-Efficient-Optimization-Algorithm-Based-on-Runge-Kutta-Method

The optimization field suffers from the metaphor-based “pseudo-novel” or “fancy” optimizers. Most of these cliché methods mimic animals' searching trends and possess a small contribution to the optimization process itself. Most of these cliché methods suffer from the locally efficient performance, biased verification methods on easy problems, and high similarity between their components' interactions. This study attempts to go beyond the traps of metaphors and introduce a novel metaphor-free population-based optimization based on the mathematical foundations and ideas of the Runge Kutta (RK) method widely well-known in mathematics. The proposed RUNge Kutta optimizer (RUN) was developed to deal with various types of optimization problems in the future. The RUN utilizes the logic of slope variations computed by the RK method as a promising and logical searching mechanism for global optimization. This search mechanism benefits from two active exploration and exploitation phases for exploring the promising regions in the feature space and constructive movement toward the global best solution. Furthermore, an enhanced solution quality (ESQ) mechanism is employed to avoid the local optimal solutions and increase convergence speed. The RUN algorithm's efficiency was evaluated by comparing with other metaheuristic algorithms in 50 mathematical test functions and four real-world engineering problems. The RUN provided very promising and competitive results, showing superior exploration and exploitation tendencies, fast convergence rate, and local optima avoidance. In optimizing the constrained engineering problems, the metaphor-free RUN demonstrated its suitable performance as well. The authors invite the community for extensive evaluations of this deep-rooted optimizer as a promising tool for real-world optimization. The source codes, supplementary materials, and guidance for the developed method will be publicly available at different hubs at http://aliasgharheidari.com/RUN.html.

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nimishbongale/SpiderMonkey 📦

This is a repository which contains all the code for the Spider Monkey Optimization Algorithm, associated with Chapter 6, Machine Learning for Intelligent Decision Science. https://link.springer.com/book/10.1007/978-981-15-3689-2

Language: Python - Size: 4.03 MB - Last synced at: 12 months ago - Pushed at: about 5 years ago - Stars: 7 - Forks: 8

chen0040/cs-swarm-intelligence

Swam intelligence for numerical optimization implemented in .NET

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ErfanFathi/pso

This repository include implementation of particle swarm optimization (pso) algorithm in C++

Language: C++ - Size: 1.9 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 24 - Forks: 3

anandi1989/Fun-With-SOEC

Stochastic Optimization and Evolutionary Computing Algorithm implementation in python

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jan-golda/AGH-OperationalResearch 📦

AGH University of science and technology - Operational Research Labs - Project

Language: Python - Size: 644 KB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 1

RemcoMusic/SwarmboTron

SwarmboTron is a low budget swarm implementation of real and simulated robots. The swarm is able to work together to achieve a certain goal.

Language: C++ - Size: 128 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 1

redb0/gotpy

Library for global optimization of multiextremal nondifferentiable functions.

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sarthak268/Swarm_Intelligence_Models

Implementation of Popular Swarm Intelligence Models

Language: Python - Size: 20.3 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 0

miladpayandehh/QAP-using-Ant-Colony-Algorithm

Language: MATLAB - Size: 4.88 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

miladpayandehh/knapsack-problem-using-Ant-Colony-Optimization

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miladpayandehh/TSP-using-Ant-Colony-Algorithm

The travelling salesman problem (TSP) asks the following question: "Given a list of cities and the distances between each pair of cities, what is the shortest possible route that visits each city exactly once and returns to the origin city?"

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miladpayandehh/Artificial-Bee-Colony-Algorithm

Artificial bee colony (ABC) algorithm is an optimization technique that simulates the foraging behavior of honey bees, and has been successfully applied to various practical problems.

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banerjeesamrat/Particle-Swarm-Optimization

Dissertation project on analysis of Particle Swarm Optimization Algorithm

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ravexina/GSA

GSA: Gravitational Search Algorithm In Python

Language: Python - Size: 16.6 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 6 - Forks: 4

Hephyrius/Ki 📦

Hobbyist Library Combining Machine Learning with Heuristics, Tested Across Supervised and Reinforcement Domains

Language: Python - Size: 82 KB - Last synced at: 29 days ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0

sraaphorst/dispersive-flies-optimization

A Python implementation of the Dispersive Flies Optimization algorithm, and an implementation to find Steiner systems

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Bread-and-Code/Hive-TSP Fork of Samsomyajit/Hive-TSP

Approaching the Travelling Salesman Problem using Hive(Beehive) simulations.

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alexnaughtonjr/cvg_quadrotor_swarm Fork of cvar-upm/cvg_quadrotor_swarm

🚁 Software framework for vision-based quadrotor multi-robot systems

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giorgosR/xevo

Evolutionary and Swarm Intelligence algorithms

Language: C++ - Size: 4.32 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1

SotirisFtiakas/Stochastic-Diffusion-Search-for-Feature-Selection

Implementation of the Stochastic Diffusion Search Nature-Inspired Swarm-Intelligence Optimization algorithm to solve the Curse of Dimensionality in Data Science and Machine Learning applications. This is a project for the "Optimization" module of AUTh Computer Science Department.

Language: Jupyter Notebook - Size: 37.1 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

GiliardGodoi/particle-swarm-optimization

An implementation of PSO

Language: Python - Size: 10.7 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 2 - Forks: 1

trifectalabs/myriad

A Scala Akka library for swarm intelligence algorithms

Language: Scala - Size: 77.1 KB - Last synced at: about 1 month ago - Pushed at: almost 8 years ago - Stars: 5 - Forks: 0

BeardedWhale/MusicGeneration

Generating music Midi files with Particle Swarm Optimisation

Language: Java - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0