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 …

Global groundwater modeling and monitoring: Opportunities and challenges

LE Condon, S Kollet, MFP Bierkens… - Water Resources …, 2021 - Wiley Online Library
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 …

Rainfall–runoff modelling using long short-term memory (LSTM) networks

F Kratzert, D Klotz, C Brenner, K Schulz… - Hydrology and Earth …, 2018 - hess.copernicus.org
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 …

MSWEP V2 global 3-hourly 0.1 precipitation: methodology and quantitative assessment

HE Beck, EF Wood, M Pan, CK Fisher… - Bulletin of the …, 2019 - journals.ametsoc.org
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 …

High-resolution impact-based early warning system for riverine flooding

H Najafi, PK Shrestha, O Rakovec, H Apel… - Nature …, 2024 - nature.com
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 …

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 …

[HTML][HTML] The global water resources and use model WaterGAP v2. 2d: Model description and evaluation

H Müller Schmied, D Cáceres, S Eisner… - Geoscientific Model …, 2021 - gmd.copernicus.org
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 …