It exploits domain and inter-domain specific restrictions on the factor combinations in order to select from the very large number of possible experiments a representative subset. Contrary to existing approaches, the proposed use of ontologies is not limited to the assertional description and exploitation of past experiments but offers richer terminological descriptions for the development of a DoE from scratch. As an application example, a DoE is developed for a maritime big data solution.