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Siyan Liu

Contact

LIUS1@ORNL.GOV

Publications

November 2023

Entropy-driven Optimal Sub-sampling of Fluid Dynamics for Developing Machine-learned Surrogates...

Conference Paper
July 2023

Knowledge-Informed Uncertainty-Aware Machine Learning for Time Series Forecasting of Dynamical…

Conference Paper
July 2023

Uncertainty quantification of the convolutional neural networks on permeability estimation from…

Journal: Geoenergy Science and Engineering
April 2023

Uncertainty quantification of machine learning models to improve streamflow prediction under…

Journal: Frontiers in Water
April 2023

Coupled Lattice Boltzmann Modeling Framework for Pore-Scale Fluid Flow and Reactive Transport...

Journal: ACS Omega

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Research Highlight

A Prediction Interval Method for Machine Learning Model Uncertainty Quantification
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