A novel multi-objective evolutionary algorithm with fuzzy logic based adaptive selection of operators: FAME.

•A new density estimator for multi-objective optimization the first of polynomial complexity capable of deal with three-objective problems.•An adaptive mechanism of evolutionary operators selection for multi-objective optimization based on a fuzzy inference system.•A new metaheuristic for hard multi-objective optimization problems.