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Deep learning in hydrology and water resources disciplines: Concepts, methods, applications, and research directions
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 …
Global groundwater modeling and monitoring: Opportunities and challenges
Groundwater is by far the largest unfrozen freshwater resource on the planet. It plays a
critical role as the bottom of the hydrologic cycle, redistributing water in the subsurface and …
critical role as the bottom of the hydrologic cycle, redistributing water in the subsurface and …
Rainfall–runoff modelling using long short-term memory (LSTM) networks
Rainfall–runoff modelling is one of the key challenges in the field of hydrology. Various
approaches exist, ranging from physically based over conceptual to fully data-driven …
approaches exist, ranging from physically based over conceptual to fully data-driven …
MSWEP V2 global 3-hourly 0.1 precipitation: methodology and quantitative assessment
Abstract We present Multi-Source Weighted-Ensemble Precipitation, version 2 (MSWEP V2),
a gridded precipitation P dataset spanning 1979–2017. MSWEP V2 is unique in several …
a gridded precipitation P dataset spanning 1979–2017. MSWEP V2 is unique in several …
High-resolution impact-based early warning system for riverine flooding
Despite considerable advances in flood forecasting during recent decades, state-of-the-art,
operational flood early warning systems (FEWS) need to be equipped with near-real-time …
operational flood early warning systems (FEWS) need to be equipped with near-real-time …
A transdisciplinary review of deep learning research and its relevance for water resources scientists
C Shen - Water Resources Research, 2018 - Wiley Online Library
Deep learning (DL), a new generation of artificial neural network research, has transformed
industries, daily lives, and various scientific disciplines in recent years. DL represents …
industries, daily lives, and various scientific disciplines in recent years. DL represents …
[HTML][HTML] The global water resources and use model WaterGAP v2. 2d: Model description and evaluation
WaterGAP is a global hydrological model that quantifies human use of groundwater and
surface water as well as water flows and water storage and thus water resources on all land …
surface water as well as water flows and water storage and thus water resources on all land …