Heteroscedastic GPR recovers morphology-induced, input-dependent stiffness scatter in spinodoids from one-realization data, and only heteroscedastic RBDO meets reliability targets that deterministic and homoscedastic designs miss.
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Uncertainty-Aware Structure-Property Mapping of Spinodoid Metamaterials via Heteroscedastic Gaussian Process Regression
Heteroscedastic GPR recovers morphology-induced, input-dependent stiffness scatter in spinodoids from one-realization data, and only heteroscedastic RBDO meets reliability targets that deterministic and homoscedastic designs miss.