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Opportunities and challenges for machine learning in weather and climate modelling: hard, medium and soft AI
- Chantry, Matthew; Christensen, Hannah; Dueben, Peter
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Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, Vol. 379, Issue 2194
https://doi.org/10.1098/rsta.2020.0083
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Global System for Atmospheric Modeling: Model Description and Preliminary Results
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June 2022 |
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April 2018 |
The Roles of Convection Parameterization in the Formation of Double ITCZ Syndrome in the NCAR CESM: I. Atmospheric Processes
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March 2018 |
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Physics–Dynamics Coupling in Weather, Climate, and Earth System Models: Challenges and Recent Progress
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November 2018 |
Dreary state of precipitation in global models: MODEL AND OBSERVED PRECIPITATION
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October 2019 |
Tropical Biases in CMIP5 Multimodel Ensemble: The Excessive Equatorial Pacific Cold Tongue and Double ITCZ Problems
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CMORPH: A Method that Produces Global Precipitation Estimates from Passive Microwave and Infrared Data at High Spatial and Temporal Resolution
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June 2004 |
Tropical Pacific SST and ITCZ Biases in Climate Models: Double Trouble for Future Rainfall Projections?
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The Met Office Unified Model Global Atmosphere 7.0/7.1 and JULES Global Land 7.0 configurations
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January 2019 |
Precipitation Characteristics in Eighteen Coupled Climate Models
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September 2006 |
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March 2013 |
A global perspective on CMIP5 climate model biases
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The Response of the ITCZ to Extratropical Thermal Forcing: Idealized Slab-Ocean Experiments with a GCM
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July 2008 |
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July 2016 |
Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century
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Peruvian Stratus Clouds and the Tropical Pacific Circulation: A Coupled Ocean-Atmosphere GCM Study
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Convective Entrainment and Large-Scale Organization of Tropical Precipitation: Sensitivity of the CNRM-CM5 Hierarchy of Models
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May 2013 |
Intermodel spread of the double-ITCZ bias in coupled GCMs tied to land surface temperature in AMIP GCMs: Double-ITCZ and Land
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August 2017 |
Contrasting Impacts of Radiative Forcing in the Southern Ocean versus Southern Tropics on ITCZ Position and Energy Transport in One GFDL Climate Model
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July 2018 |
Clouds and the Earth's Radiant Energy System (CERES): An Earth Observing System Experiment
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Intermodel Spread around the Kuroshio–Oyashio Extension Region in Coupled GCMs Caused by Meridional Variation of the Westerly Jet from Atmospheric GCMs
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June 2017 |
COSP: Satellite simulation software for model assessment
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The Double-ITCZ Problem in IPCC AR4 Coupled GCMs: Ocean–Atmosphere Feedback Analysis
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September 2007 |
The Tropical Eastern Pacific Seasonal Cycle: Assessment of Errors and Mechanisms in IPCC AR4 Coupled Ocean–Atmosphere General Circulation Models
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June 2008 |
Heavy pollution suppresses light rain in China: Observations and modeling
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January 2009 |
The TRMM Multisatellite Precipitation Analysis (TMPA): Quasi-Global, Multiyear, Combined-Sensor Precipitation Estimates at Fine Scales
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February 2007 |
Toward low-cloud-permitting cloud superparameterization with explicit boundary layer turbulence: LOW-CLOUD ULTRAPARAMETERIZATION
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July 2017 |
High Resolution Model Intercomparison Project (HighResMIP v1.0) for CMIP6
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January 2016 |
Simulation of Present-Day and Twenty-First-Century Energy Budgets of the Southern Oceans
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