Interpretable machine learning on large samples for supporting runoff estimation in ungauged basins
The distribution of flowmeter data and basin characteristic information exhibits substantial
disparities, with most flow observations being recorded at a limited number of well …
disparities, with most flow observations being recorded at a limited number of well …
Learning distributed parameters of land surface hydrologic models using a Generative Adversarial Network
Land surface hydrologic models adeptly capture crucial terrestrial processes with a high
level of spatial detail. Typically, these models incorporate numerous uncertain, spatially …
level of spatial detail. Typically, these models incorporate numerous uncertain, spatially …
Parameter regionalization with donor catchment clustering improves urban flood modeling in ungauged urban catchments
C Hu, J Xia, D She, Z Jing, S Hong… - Water Resources …, 2024 - Wiley Online Library
The lack of discharge observations and reliable drainage information is a pervasive problem
in urban catchments, resulting in difficulties in parameterizing urban hydrological models …
in urban catchments, resulting in difficulties in parameterizing urban hydrological models …
A mass‐conserving‐perceptron for machine‐learning‐based modeling of geoscientific systems
Although decades of effort have been devoted to building Physical‐Conceptual (PC) models
for predicting the time‐series evolution of geoscientific systems, recent work shows that …
for predicting the time‐series evolution of geoscientific systems, recent work shows that …
The impact of future climate and land use changes on runoff in the Min-Tuo River Basin
N Jiang, F Ni, Y Deng, M Wu, Z Yue, M Zhu… - Journal of Water and …, 2024 - iwaponline.com
In the face of escalating global warming and intensified human activities, it is crucial to
quantitatively assess the combined impacts of future climate change (CC) and land use …
quantitatively assess the combined impacts of future climate change (CC) and land use …
Changes in the water retention of mountainous landscapes since the 1820s in the Austrian Alps
G Stecher, S Hohensinner… - Frontiers in Environmental …, 2023 - frontiersin.org
Interactions of humans with the environment are strongly related to land use and land cover
changes (LULCCs). In the last decades, these changes have led to a degradation of …
changes (LULCCs). In the last decades, these changes have led to a degradation of …
Using Machine Learning to Identify and Optimize Sensitive Parameters in Urban Flood Model Considering Subsurface Characteristics
H Jin, Y Zhao, P Lu, S Zhang, Y Chen, S Zheng… - International Journal of …, 2024 - Springer
This study presents a novel method for optimizing parameters in urban flood models, aiming
to address the tedious and complex issues associated with parameter optimization. First, a …
to address the tedious and complex issues associated with parameter optimization. First, a …
Toward understanding parametric controls on runoff sensitivity to climate in the community land model: A case study over the Colorado River headwaters
Crucial to the assessment of future water security is how the land model component of Earth
System Models partition precipitation into evapotranspiration and runoff, and the sensitivity …
System Models partition precipitation into evapotranspiration and runoff, and the sensitivity …
[HTML][HTML] Regionalization in global hydrological models and its impact on runoff simulations: a case study using WaterGAP3 (v 1.0. 0)
Valid simulation results from global hydrological models (GHMs), such as WaterGAP3, are
essential for detecting hotspots or studying patterns in climate change impacts. However, the …
essential for detecting hotspots or studying patterns in climate change impacts. However, the …
Time-varying parameters of the hydrological simulation model under a changing environment
R Liu, Y Luo, Q Wang, Y Wang, Y Liu, X Xia, E Jiang - Journal of Hydrology, 2024 - Elsevier
Time-varying parameters of hydrological models play a crucial role in capturing the dynamic
nature of hydrological processes and nonpoint source pollution under changing …
nature of hydrological processes and nonpoint source pollution under changing …