Machine learning and artificial intelligence to aid climate change research and preparedness

Chris Huntingford, Elizabeth S. Jeffers, Michael B. Bonsall, +3

Environmental Research Letters

Benchmarking data-driven rainfall–runoff models in Great Britain: a comparison of long short-term memory (LSTM)-based models with four lumped conceptual models

Thomas Lees, Marcus Buechel, Bailey Anderson, +4

Hydrology and earth system sciences

EngineeringMachine LearningLong Short-term MemoryData-driven Rainfall–runoff ModelsGreat Britain +14

Hydrological concept formation inside long short-term memory (LSTM) networks

Thomas Lees, Steven Reece, Frederik Kratzert, +7

Hydrology and earth system sciences

HydrometeorologyHydrological Concept FormationCognitive ScienceEngineeringMachine Learning +12

A pan-African high-resolution drought index dataset

Jian Peng, Simon Dadson, Feyera A. Hirpa, +5

Earth system science data

EngineeringDrought ResilienceEarth ScienceSocial SciencesPrecipitation +15

Deep Learning for Vegetation Health Forecasting: A Case Study in Kenya

Thomas Lees, Gabriel Tseng, Clement Atzberger, +2

Remote Sensing

Convolutional Neural NetworkPrecision AgricultureHydrological PredictionMachine LearningEngineering +25

Streamflow response to climate change in the Greater Horn of Africa

Feyera A. Hirpa, Lorenzo Alfieri, Thomas Lees, +3

Climatic Change

Benchmarking Data-Driven Rainfall-Runoff Models in GreatBritain: A comparison of LSTM-based models with four lumpedconceptual models

Thomas Lees, Marcus Buechel, Bailey Anderson, +4

Hydrological Concept Formation inside Long Short-Term Memory (LSTM) networks

Thomas Lees, Steven Reece, Frederik Kratzert, +7

HydrometeorologyHydrological Concept FormationCognitive ScienceEngineeringMachine Learning +13

Benchmarking Data-Driven Rainfall-Runoff Models in Great Britain: A comparison of LSTM-based models with four lumped conceptual models

Thomas Lees

Oxford University Research Archive (ORA) (University of Oxford)

Observations of the Turkana Jet and the East African Dry Tropics: The RIFTJet Field Campaign

Callum Munday, Sebastian Engelstaedter, Gilbert Ouma, +12

Bulletin of the American Meteorological Society

EngineeringTurkana Low-level JetRiftjet Field CampaignAtmospheric SoundingEast Africa +17