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Physics-enhanced Machine Learning Models for Streamflow Discharge Forecasting

US Army Engineer Research and Development Center
Published April 14, 2026
PRINT | E-MAIL
Vicksburg, Miss. --

 

Link: https://hdl.handle.net/11681/50166

Report Number: ERDC/CHL MP-26-12

Title: Physics-enhanced Machine Learning Models for Streamflow Discharge Forecasting

By Ying Zhao, Mayank Chadha, Dakota Barthlow, Elissa Yeates, Charles J. Mcknight, Natalie P. Memarsadeghi, Guga Gugaratshan, Michael D. Todd, and Zhen Hu

Approved for Public Release; Distribution is Unlimited

April 2026

34 pages / 2.93 MB

*Original journal article: https://doi.org/10.2166/hydro.2024.061


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Release no. 26-091

Hybrid routing model
Hydrological model
Model calibration
Physics-enhanced machine learning
rivers
Streamflow prediction

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