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Deep learning in hydrology and water resources disciplines: Concepts, methods, applications, and research directions
KP Tripathy, AK Mishra - Journal of Hydrology, 2024 - Elsevier
Over the past few years, Deep Learning (DL) methods have garnered substantial
recognition within the field of hydrology and water resources applications. Beginning with a …
recognition within the field of hydrology and water resources applications. Beginning with a …
Flood prediction using machine learning models: Literature review
Floods are among the most destructive natural disasters, which are highly complex to model.
The research on the advancement of flood prediction models contributed to risk reduction …
The research on the advancement of flood prediction models contributed to risk reduction …
Large contribution from anthropogenic warming to an emerging North American megadrought
Severe and persistent 21st-century drought in southwestern North America (SWNA)
motivates comparisons to medieval megadroughts and questions about the role of …
motivates comparisons to medieval megadroughts and questions about the role of …
Global water scarcity including surface water quality and expansions of clean water technologies
Water scarcity threatens people in various regions, and has predominantly been studied
from a water quantity perspective only. Here we show that global water scarcity is driven by …
from a water quantity perspective only. Here we show that global water scarcity is driven by …
[HTML][HTML] Towards learning universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets
Regional rainfall–runoff modeling is an old but still mostly outstanding problem in the
hydrological sciences. The problem currently is that traditional hydrological models degrade …
hydrological sciences. The problem currently is that traditional hydrological models degrade …
Flash droughts present a new challenge for subseasonal-to-seasonal prediction
Flash droughts are a recently recognized type of extreme event distinguished by sudden
onset and rapid intensification of drought conditions with severe impacts. They unfold on …
onset and rapid intensification of drought conditions with severe impacts. They unfold on …
A review on climate change impacts, models, and its consequences on different sectors: a systematic approach
Climate change refers to long-term alterations in climate patterns across various regions of
the world. As per the data availability and explanations given by different researchers …
the world. As per the data availability and explanations given by different researchers …
Anthropogenic warming exacerbates European soil moisture droughts
Anthropogenic warming is anticipated to increase soil moisture drought in the future.
However, projections are accompanied by large uncertainty due to varying estimates of …
However, projections are accompanied by large uncertainty due to varying estimates of …
Groundwater depletion in California's Central Valley accelerates during megadrought
Groundwater provides nearly half of irrigation water supply, and it enables resilience during
drought, but in many regions of the world, it remains poorly, if at all managed. In heavily …
drought, but in many regions of the world, it remains poorly, if at all managed. In heavily …
Satellite remote sensing for water resources management: Potential for supporting sustainable development in data‐poor regions
Water resources management (WRM) for sustainable development presents many
challenges in areas with sparse in situ monitoring networks. The exponential growth of …
challenges in areas with sparse in situ monitoring networks. The exponential growth of …