Can deep learning beat numerical weather prediction?

Martin G. Schultz, Clara Betancourt, Bing Gong, +5

Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences

Artificial IntelligenceMeteorologyNumerical Weather PredictionEngineeringMachine Learning +11

SALSA2.0: The sectional aerosol module of the aerosol–chemistry–climate model ECHAM6.3.0-HAM2.3-MOZ1.0

Harri Kokkola, Thomas Kühn, Anton Laakso, +17

Geoscientific model development

EngineeringAerosol TransportAerosol FormationAtmospheric ScienceMicrometeorology +13

The chemistry–climate model ECHAM6.3-HAM2.3-MOZ1.0

Martin G. Schultz, Scarlet Stadtler, Sabine Schröder, +18

Geoscientific model development

EngineeringAtmospheric PhotochemistryClimate ModelingAtmospheric ModelComputational Chemistry +16

Ozone impacts of gas–aerosol uptake in global chemistry transport models

Scarlet Stadtler, David Simpson, Sabine Schröder, +3

Atmospheric chemistry and physics

EngineeringAtmospheric PhotochemistryAir QualityChemical Transport ModelsEarth Science +16

Isoprene-derived secondary organic aerosol in the global aerosol–chemistry–climate model ECHAM6.3.0–HAM2.3–MOZ1.0

Scarlet Stadtler, Thomas Kühn, Sabine Schröder, +3

Geoscientific model development

Environmental ChemistryEngineeringAerosol TransportAtmospheric PhotochemistryAerosol Ph Value +8

Temperature forecasting by deep learning methods

Bing Gong, Michael Langguth, Yan Ji, +4

Geoscientific model development

Forecasting MethodologyConvolutional Neural NetworkPersistence ForecastsEngineeringMachine Learning +14

AQ-Bench: a benchmark dataset for machine learning on global air quality metrics

Clara Betancourt, Timo T. Stomberg, Ribana Roscher, +2

Earth system science data

Environmental MonitoringMachine LearningEngineeringAir Pollution MeasurementAir Quality +17

Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties

Clara Betancourt, Timo T. Stomberg, Ann-Kathrin Edrich, +5

Geoscientific model development

Environmental MonitoringMachine LearningEngineeringClimate ModelingAtmospheric Model +17

Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset

Scarlet Stadtler, Clara Betancourt, Ribana Roscher

Machine Learning and Knowledge Extraction

Artificial IntelligenceEnvironmental MonitoringMachine LearningEngineeringMachine Learning Tool +20

SALSA2.0: The sectional aerosol module of theaerosol-chemistry-climate model ECHAM6.3.0-HAM2.3-MOZ1.0

Harri Kokkola, Thomas Kühn, Anton Laakso, +17