The emergence of scaling laws search dynamics in a particle swarm optimization

► We investigate the dynamics of a fundamental particle swarm optimization. ► We fit a truncated power-law to the search area data and test the goodness-of-fit. ► The Lévy-type search emerges from the efficient search process. ► The Brownian dynamics occurs after the algorithm has stagnated.