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physics.comp-ph2018
Beyond black-boxes in Bayesian inverse problems and model validation: applications in solid mechanics of elastography
Lukas Bruder, Phaedon-Stelios Koutsourelakis
The present paper is motivated by one of the most fundamental challenges in inverse problems, that of quantifying model discrepancies and errors. While significant strides have bee…
physics.comp-ph2018★ 3 cited
Physics-constrained, data-driven discovery of coarse-grained dynamics
L. Felsberger, P. S. Koutsourelakis
The combination of high-dimensionality and disparity of time scales encountered in many problems in computational physics has motivated the development of coarse-grained (CG) model…