Discovering the active subspace for efficient UQ of molecular dynamics simulations of phonon transport in silicon
International Journal of Heat and Mass Transfer（2019）
摘要
•Quantify the uncertainty in bulk thermal conductivity of Si.•Efficient UQ through dimension reduction.•Sensitivity analysis of the Stillinger-Weber potential parameters.•Low-dimensional surrogate construction.•Fast calibration in a Bayesian setting.
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