This article highlights new spline-empowered computational methods for solving robust design optimization (RDO) problems in complex mechanical systems. The are predicated on a spline dimensional decomposition (SDD) of high-dimensional, discontinuous, or nonsmooth stochastic response statistical moment analysis, novel fusion SDD and score functions calculating the second-moment sensitivities wit...