Git Product home page Git Product logo

pso_and_ga's Introduction

Particle Swarm Algorithm and Genetic Algorithm

This is an implementation and testing of a particle swarm algorithm and a genetic algorithm from scratch. Both algorithms are tested against five benchmark functions from the CEC 2005 benchmark functions suite. Variations from normal implementation of both algorithms are explained in the comments in the code.

Environment

=> Note : This project was done using python3 in a python venv environment. The OS used was WSL(Windows Subsystem for linux).

Installation

1. Run

pip install -r requirements.txt

to install. Note you must be in the root directory.

How To Use

1. Navigate to the src directory

cd src/

2. Run the main.py file by typing following command

python3 main.py

3. The main.py file runs the pso and ga algorithm for 5 different selected benchmark functions and prints the best outcome and position.

4. For experimentation you can change the variables as needed. Note it will only work for the five implemented benchmark functions and be wary of inputs as some inputs wont work, for example picking tournament size that is higher than the population.

pso_and_ga's People

Contributors

tunjii10 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.