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This thesis explores the application of experimental design techniques to the field of evolutionary algorithms. It shows how to use experimental design techniques to analyse a wide range of landscape structures in different representation spaces and compares experimental design techniques with the existing approaches in the literature of landscape analysis. Furthermore, the incorporation of experimental design techniques into evolutionary operators is investigated.