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Tuning Improves High-Resolution Climate Simulations

Tuning parameterizations of turbulent mixing and of the fall velocity of precipitation and cloud ice alleviates long-standing biases in climate simulations.

Tapio schneiderModeling earthAtmospheric modelMadden julian oscillationInter tropical convergence zoneModeling earth systems

MIT-derived algorithm helps forecast the frequency of extreme weather

MIT-derived algorithm helps forecast the frequency of extreme weather
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United statesDepartment of energyDistrict of columbiaRuby leungBarthel sorensenShixuan zhangPedram hassanzadehBryce harropEnergy exascale earth system modelUs defense advanced research projects agencyUs department of energyPacific northwest national laboratoryUniversity of chicagoModeling earthBenedikt barthel sorensenHurricane sandy

MIT Algorithm Helps Meteorologists Predict Extreme Weather More Accurately

MIT Algorithm Helps Meteorologists Predict Extreme Weather More Accurately
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Modeling earthEnergy exascale earth system model

Machine Learning Corrects Coarse Climate Model Predictions

To assess a community's risk of extreme weather, policymakers rely first on global climate models that can be run decades, and even centuries, forward in time, but only at a coarse resolution.

United statesDepartment of energyDistrict of columbiaRuby leungWilliami kochShixuan zhangThemistoklis sapsisBarthel sorensenLaura thomsonmarBryce harropUs department of energyEnergy exascale earth system modelPacific northwest national laboratoryDepartment of mechanical engineeringOcean engineeringModeling earth

MIT-derived algorithm helps forecast the frequency of extreme weather

MIT researchers developed a method to improve predictions from large-scale climate models. When paired with smaller-scale models to predict specific weather events such as tropical cyclones or floods, the approach produced more accurate predictions for how often specific locations will experience those events over the next few decades.

United statesDepartment of energyDistrict of columbiaThemistoklis sapsisBryce harropWilliami kochShixuan zhangPedram hassanzadehRuby leungBarthel sorensenEnergy exascale earth system modelUniversity of chicagoDepartment of mechanical engineeringPacific northwest national laboratoryUs defense advanced research projects agencyUs department of energy

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