no code implementations • 21 Feb 2020 • Jiangjiang Zhang, Qiang Zheng, Laosheng Wu, Lingzao Zeng
In this new update scheme, a high volume of training data are generated from a relatively small-sized ensemble of model parameters and simulation outputs, and possible non-Gaussian features can be preserved in the training data and captured by an adequate DL model.
no code implementations • 19 Sep 2019 • Qiang Zheng, Lingzao Zeng, Zhendan Cao, George Em. Karniadakis
A fundamental problem in geostatistical modeling is to infer the heterogeneous geological field based on limited measurements and some prior spatial statistics.