The Choquet integral is used for the first time in multiobjective evolutionary optimization.
The interactive procedure involves preference information in terms of pairwise comparisons.
The method starts from simple linear value function and switches to the Choquet integral only if necessary.
Results on several test problems show the effectiveness of the method in comparison with its competitors.