Production planning in the molded pulp packaging industry

•We study the production planning in molded pulp packaging companies.•A key decision is to define which molding patterns should be used.•Other decisions are how long the patterns should be used and their sequence.•We propose a novel optimization approach to deal with this problem.•Tests show that the obtained production plans are suitable in real settings.