466 citations · 1.6k across the 11 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.LG2020★ 171 cited
Prediction in ungauged regions with sparse flow duration curves and input-selection ensemble modeling
Dapeng Feng, Kathryn Lawson, Chaopeng Shen
While long short-term memory (LSTM) models have demonstrated stellar performance with streamflow predictions, there are major risks in applying these models in contiguous regions w…
cs.LG2020★ 320 cited
From calibration to parameter learning: Harnessing the scaling effects of big data in geoscientific modeling
Wen-Ping Tsai, Dapeng Feng, Ming Pan +5
The behaviors and skills of models in many geosciences (e.g., hydrology and ecosystem sciences) strongly depend on spatially-varying parameters that need calibration. A well-calibr…