MATLAB Toolbox for Niche Genetic Algorithm (NGA) with Application Examples

Resource Overview

A comprehensive MATLAB toolbox for Niche Genetic Algorithm (NGA) implementation with four practical application cases. The package includes detailed usage documentation for each function, providing valuable resources for learning NGA's core concepts and practical implementation techniques through ready-to-run code examples.

Detailed Documentation

This package contains a complete MATLAB toolbox for Niche Genetic Algorithm (NGA) implementation along with four practical application examples. Each function includes comprehensive usage documentation with code-level explanations of algorithm parameters and implementation approaches. The toolbox is designed to help learners at all levels - from beginners to experienced researchers - understand NGA's fundamental principles and practical application techniques. Through hands-on experience with the provided code examples, users can master niche preservation mechanisms, fitness sharing implementations, and population diversity maintenance strategies. The included applications demonstrate real-world problem solving using niche techniques for multimodal optimization. If you encounter any issues during implementation or have suggestions for improvement, please feel free to contact us. We wish you productive learning and successful algorithm implementation!