Glowworm Swarm Optimization - What is the drawback of swarm intelligence?

Swarm intelligence optimization algorithms have a significant drawback, they are susceptible to premature convergence and lack robust local optimization capabilities. Consequently, the neighborhood search algorithm can only yield the local optimum solution.