Rainfall–runoff modelling using Long Short-Term Memory (LSTM) networks

Frederik Kratzert, Daniel Klotz, Claire Brenner, +2

Hydrology and earth system sciences

HydrometeorologyHydrological ScienceSurface RunoffEngineeringMachine Learning +10

Twenty-three unsolved problems in hydrology (UPH) – a community perspective

Günter Blöschl, Marc F. P. Bierkens, António Chambel, +199

Hydrological Sciences Journal

Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning

Frederik Kratzert, Daniel Klotz, Mathew Herrnegger, +3

Water Resources Research

Hydrological PredictionEngineeringMachine LearningGeomorphologyHydrologic Engineering +19

LamaH-CE: LArge-SaMple DAta for Hydrology and Environmental Sciences for Central Europe

Christoph Klingler, Karsten Schulz, Mathew Herrnegger

Earth system science data

HydrometeorologyClimatologyHydrological ScienceCatchment AttributesEnvironmental Monitoring +13

Rainfall-Runoff modelling using Long-Short-Term-Memory (LSTM) networks

Frederik Kratzert, Daniel Klotz, Claire Brenner, +2

HydrometeorologyHydrological ScienceSurface RunoffEngineeringMachine Learning +12

Machine-learning methods for stream water temperature prediction

Moritz Feigl, Katharina Lebiedzinski, Mathew Herrnegger, +1

Hydrology and earth system sciences

HydrometeorologyMachine-learning ModelsHydrological PredictionEngineeringMachine Learning +13

Flood risk, climate change and settlement development: a micro-scale assessment of Austrian municipalities

Lukas Löschner, Mathew Herrnegger, Benjamin Apperl, +3

Regional Environmental Change

A systematic assessment of uncertainties in large-scale soil loss estimation from different representations of USLE input factors – a case study for Kenya and Uganda

Christoph Schürz, Bano Mehdi, Jens Kiesel, +2

Hydrology and earth system sciences

Large UncertaintiesEnvironmental MonitoringEngineeringUsle Input FactorsLand Use +15

Type-specific reference conditions of fluvial landscapes: A search in the past by 3D-reconstruction

Severin Hohensinner, Mathew Herrnegger, Alfred Paul Blaschke, +5

CATENA

Earth ScienceEngineeringApplied GeomorphologyGeomorphologyFluvial Landscapes +7

Evapotranspiration in high alpine catchments – an important part of the water balance!

Mathew Herrnegger, H. P. Nachtnebel, Thomas Haiden

Hydrology research

EngineeringHigher Potential EvapotranspirationClimate ModelingEvapotranspiration RatesEarth Science +15