Introduction Optimal Systems Design; Metaheuristic Algorithms for Global Optimization; Improve Seft-Adaptive Control Parameters in Di erential Evolution Algorithm; Training Arti cial Feed-forward Neural Network using Modi cation of Di erential Evolution Algorithm; Hybrid Improved Self-Adaptive Di erential Evolution and Nelder-Mead Simplex Method