Using Cross Validation to Design Conservative Surrogates

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Review of surrogate modeling in water resources (2012, background): “There are also different approaches in the broader research community to more accurately handle constraints with surrogates [e.g., Kim and Lee, 2010; Lee et al., 2007; Picheny et al., 2008; Viana et al., 2010].”
Predictive quantification of surrogate model fidelity based on modal variations with sample density (2015, methodology): “Later, Viana et al. (2010) used RMSECV to estimate the safety margin for a conservative surrogate model.”
Recent advances and applications of surrogate models for finite element method computations: a review (2022, background): “This issue was addressed in Viana et al. (2010)where the authors developed amethod for adding numerous designs per one optimization cycle that is based on a concurrent utilization of EoS.”
A survey of adaptive sampling for global metamodeling in support of simulation-based complex engineering design (2017, methodology): “To further alleviate the optimization budget, a near-optimal LHD is achieved by the translational propagation idea (Viana et al. 2010b; Pan et al. 2014a).”