Hao-Xiang Lei

Comparative Performance Analysis of Nature-Inspired Metaheuristic Algorithms for PID Controller Optimization

Among the evaluated methods, PSO consistently provides the best overall performance by achieving faster convergence and superior solution quality under limited function evaluations, while GWO and WOA exhibit competitive and robust performance across challenging benchmark problems.