Abstract Robust design methods have expanded from experimental techniques to include sampling methods, sensitivity analysis and probabilistic optimisation. Such typically require many evaluations. We study noise variable cross-term second derivatives of a response quickly identify variables that reduce variability. first compute the uncertainty variance decomposition determine contributing an i...