Explore MATLAB source code curated for "优化算法" with clean implementations, documentation, and examples.
Implementation of neural network optimization using Ant Colony Algorithm. Features ANT_object_func_ant as the neural network-based objective function and Ant_ant_new as the main optimization program with swarm intelligence implementation.
Chemical Reaction Optimization Algorithm - A recently proposed optimization technique with comprehensive source code implementation, featuring molecular interaction simulations and multi-objective optimization capabilities
MATLAB implementation of Support Vector Machine optimization using Particle Swarm Algorithm - a beginner-friendly, easy-to-learn program with clear code structure and practical examples
The Bat Algorithm is a meta-heuristic optimization algorithm developed by Xin-She Yang in 2010. This algorithm is inspired by the echolocation behavior of microbats, which utilize varying emission rates and loudness of pulses for navigation and prey detection.
Introduction to the optimization algorithm employing ant colony methodology for solving specific problems, with demonstrated effectiveness through practical validation and code implementation insights
The PSO Particle Swarm Optimization Toolbox provides an implementation of Particle Swarm Optimization (PSO), a modern evolutionary algorithm (EA) that mimics social behavior to solve optimization problems. Unlike genetic algorithms, PSO eliminates crossover and mutation operations by following the best-known solutions, enabling efficient global optimization through swarm intelligence with simple parameter tuning and rapid convergence.
A MATLAB program implementing Dijkstra's algorithm for initial path optimization in route planning, providing a suboptimal solution that can be further refined using various optimization algorithms. The implementation includes node distance calculations, priority queue management, and path reconstruction methods.
Implementation of the classic 99-line SIMP topology optimization algorithm with detailed code structure and function explanations
Particle Swarm Optimization Algorithm | Artificial Intelligence | Optimization Technique | Signal Denoising | Highly Efficient Implementation
A particle swarm optimization algorithm implementing linear weight reduction for enhanced convergence performance