Genetic programming (GP) is used to evolve global optimisation test problems. These  automatically generated performance metrics are used to show strengths and weaknesses of  Particle Swarm Optimization (PSO) and Di#erential Evolution (DE). Knowledge gained will  help when choosing maximisers (and their tuning parameters) and in research into new search  tools (which might include hyperheuristics)