Deep learning emulators for groundwater contaminant transport modelling

Xiayang Yu,Tao Cui,J. Sreekanth,Stephane Mangeon,Rebecca Doble,Pei Xin,David Rassam,Mat Gilfedder

Journal of Hydrology（2020）

引用 27|浏览23

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摘要

•Deep learning emulators facilitate the application of contaminant transport models.•Deep learning emulators show good scalability for groundwater models.•Data transformation on predictions improves emulator performance.•Correlation analysis helps interpret deep learning emulators.

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关键词

Machine Learning,Deep Neural Networks,Groundwater modelling,Contaminant transport modelling,Hybrid modelling

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