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math.OC2022
Convergence rates for ansatz-free data-driven inference in physically constrained problems
Sergio Conti, Franca Hoffmann, Michael Ortiz
We study a Data-Driven approach to inference in physical systems in a measure-theoretic framework. The systems under consideration are characterized by two measures defined over th…
cs.CE2022★ 32 cited
Model-Free Data-Driven Inference in Computational Mechanics
Erik Prume, Stefanie Reese, Michael Ortiz
We extend the model-free Data-Driven computing paradigm to solids and structures that are stochastic due to intrinsic randomness in the material behavior. The behavior of such mate…