Browsing Fakultät für Bauingenieurwesen und Geodäsie by Author "34044aea-b350-4b3d-8505-585519ce03f0"

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A Bayesian Augmented-Learning framework for spectral uncertainty quantification of incomplete records of stochastic processes

Chen, Yu; Patelli, Edoardo; Edwards, Benjamin; Beer, Michael (Amsterdam [u.a.] : Elsevier, 2023)

A novel Bayesian Augmented-Learning framework, quantifying the uncertainty of spectral representations of stochastic processes in the presence of missing data, is developed. The approach combines additional information ...
A physics-informed Bayesian framework for characterizing ground motion process in the presence of missing data

Chen, Yu; Patelli, Edoardo; Edwards, Benjamin; Beer, Michael (New York, NY [u.a.] : Wiley, 2023)

A Bayesian framework to characterize ground motions even in the presence of missing data is developed. This approach features the combination of seismological knowledge (a priori knowledge) with empirical observations (even ...

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