Domain adaption and physical constrains transfer learning for shale gas production

no code implementations • 18 Dec 2023 • Zhaozhong Yang, Liangjie Gou, Chao Min, Duo Yi, Xiaogang Li, Guoquan Wen

To tackle these problems, we propose a novel transfer learning methodology that utilizes domain adaptation and physical constraints.

Domain Adaptation Transfer Learning

Interpretability and causal discovery of the machine learning models to predict the production of CBM wells after hydraulic fracturing

no code implementations • 21 Dec 2022 • Chao Min, Guoquan Wen, Liangjie Gou, Xiaogang Li, Zhaozhong Yang

Machine learning approaches are widely studied in the production prediction of CBM wells after hydraulic fracturing, but merely used in practice due to the low generalization ability and the lack of interpretability.

Causal Discovery Interpretable Machine Learning