In this paper, three evolutionary algorithms are discussed for solving three-criteria optimisation problem of finding a set of Pareto-optimal task assignments. Finally, the algorithm with a tabu mutation is recommended for solving an established multiobjective optimisation dilemma. Some numerical results are submitted.