Streamflow prediction in ungauged basins located within data-scarce areas using XGBoost: role of feature engineering and explainability
Author:
Affiliation:
1. Toronto, Canada
Publisher
Informa UK Limited
Subject
Water Science and Technology
Link
https://www.tandfonline.com/doi/pdf/10.1080/15715124.2023.2245809
Reference59 articles.
1. Alipour, M. (2019). Streamflow prediction in ungauged basins located within data-scarce regions [Doctoral dissertation]. University of Central Florida, Orlando, FL.
2. A framework for streamflow prediction in the world’s most severely data-limited regions: Test of applicability and performance in a poorly-gauged region of China
3. Streamflow prediction under extreme data scarcity: a step toward hydrologic process understanding within severely data-limited regions
4. Flow alteration by diversion hydropower in tributaries to the Salween river: a comparative analysis of two streamflow prediction methodologies
5. Map correlation method: Selection of a reference streamgage to estimate daily streamflow at ungaged catchments
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3. Enhanced streamflow prediction using SWAT’s influential parameters: a comparative analysis of PCA-MLR and XGBoost models;Earth Science Informatics;2023-11-13
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