Calibrate, emulate, sample

Cleary Emmet,Garbuno-Inigo Alfredo,Lan Shiwei,Schneider Tapio,Stuart Andrew M

Journal of Computational Physics（2021）

引用 67|浏览58

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摘要

•Modular methodology for approximate Bayesian inference.•Computationally cheap solution for experimental design.•Ensemble-based approach to calibrate the model parameters.•Emulation-based MCMC sampling for Uncertainty Quantification.

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关键词

Approximate Bayesian inversion,Uncertainty quantification,Ensemble Kalman sampling,Gaussian process emulation,Experimental design

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