Memetic collaborative approaches for finding balanced incomplete block designs

•Novel formulation for the balanced incomplete block design problem.•Best metaheuristics to generate balanced incomplete block designs.•A methodology to handle symmetrical combinatorial problems.•Cooperation can speed up the search process but it depends on many design decisions.•Cooperation of algorithms working on distinct optimization models worsens the search.