遗传算法 Resources

Showing items tagged with "遗传算法"

Utilizing genetic algorithm toolbox for tuning and optimizing PID controller's three parameters, providing significant assistance for beginners in intelligent PID tuning optimization with practical implementation examples

MATLAB 222 views Tagged

This algorithm implements an artificial immune system based on clonal selection principles. It consists of three components: the first part employs traditional genetic algorithms, while the second part utilizes the Clonal Selection Algorithm (CSA). Both methods are applied to extremum optimization for mathematical functions, enabling comparative analysis of their distinct characteristics through practical implementation.

MATLAB 236 views Tagged

Traveling Salesman Problem: The TSP aims to find the shortest possible route that visits each city exactly once from a given set of cities and returns to the origin city. As an NP-hard problem, TSP requires computationally intensive approaches for exact solutions. This project implements a MATLAB-based genetic algorithm that efficiently finds near-optimal solutions through evolutionary operations like crossover and mutation, providing a practical alternative to exhaustive enumeration methods.

MATLAB 232 views Tagged