Update hydrological states or meteorological forcings? Comparing data assimilation methods for differentiable hydrologic models

Keyphrases

• Data Assimilation 100%
• Hydrologic Modeling 100%
• Data Assimilation Method 100%
• Meteorological Forcing 100%
• Hydrological Conditions 100%
• Long Short-term Memory 100%
• Comparing Data 100%
• Variational Data Assimilation 100%
• Adjuster 66%
• Differentiable Models 66%
• Streamflow 33%
• High Flow 33%
• Training Data 33%
• River Network 33%
• Systematic Training 33%
• Internal State 33%
• Precipitation Data 33%
• Deep Neural Network 33%
• Central Great Plains 33%
• Plain Area 33%
• Practical Data 33%
• Nash-Sutcliffe Efficiency 33%
• Conterminous United States 33%
• Deep Network 33%
• Physics-informed Machine Learning 33%

Earth and Planetary Sciences

• Data Assimilation 100%
• Long Short-Term Memory Network 37%
• Long Short-Term Memory 37%
• Real Time 12%
• Streamflow 12%
• United States of America 12%
• Machine Learning 12%