A Hybrid Firefly and Multi-Strategy Artificial Bee Colony Algorithm
Ivona Brajević, Predrag S. Stanimirović, Shuai Li, Xinwei Cao · International Journal of Computational Intelligence Systems · 2020
Many hard optimization problems have been efficiently solved by two notable swarm intelligence algorithms, artificial bee colony (ABC) and firefly algorithm (FA).In this paper, a collaborative hybrid algorithm based on firefly and multi-strategy artificial bee colony, abbreviated as FA-MABC, is proposed for solving single-objective optimization problems.In the proposed algorithm, FA investigates the search space globally to locate favorable regions of convergence.A novel multi-strategy ABC is employed to perform local search.The proposed algorithm incorporates a diversity measure to help in the switch criteria.The FA-MABC is tested on 40 benchmark functions with diverse complexities.Comparative results with the basic FA, ABC and other recent state-of-the-art metaheuristic algorithms demonstrate the competitive performance of the FA-MABC.