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eess.SP2023★ 11 cited
A switching Gaussian process latent force model for the identification of mechanical systems with a discontinuous nonlinearity
Luca Marino, Alice Cicirello
An approach for the identification of discontinuous and nonsmooth nonlinear forces, as those generated by frictional contacts, in mechanical systems that can be approximated by a s…
eess.SP2021★ 20 cited
Machine Learning based optimization for interval uncertainty propagation
Alice Cicirello, Filippo Giunta
Two non-intrusive uncertainty propagation approaches are proposed for the performance analysis of engineering systems described by expensive-to-evaluate deterministic computer mode…