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New Algorithm Accurately Predicts Extreme Weather Events

The model developed by Shamekh learns on its own how to measure the clustering of clouds, a metric of organisation, and then uses this metric to improve the prediction of precipitation. ....

Sarah Shamekh , Proceedings Of The National Academy Sciences , Columbia University , Pierre Gentine , Artificial Intelligence , National Academy ,

Scientists develop algorithm for precise extreme weather forecasting

Scientists at Columbia University have developed an algorithm that improves the accuracy of predicting extreme weather events. The algorithm addresses the issue of cloud organization, which has been lacking in traditional climate models. Cloud organization plays a crucial role in predicting precipitation intensity and variability. ....

Sarah Shamekh , Proceedings Of The National Academy Sciences , Center At Columbia University , Scientists At Columbia University , Geophysics At Columbia University , Columbia University , Pierre Gentine , Artificial Intelligence , National Academy , Extreme Weather , Climate Change , Artificial Intelligence ,

New method predicts extreme events more accurately: Columbia Engineers develop machine-learning algorithm to better understand and mitigate the impact of extreme weather events, which are becoming more frequent in our warming climate.

A new study has used global storm-resolving simulations and machine learning to create an algorithm that can deal separately with two different scales of cloud organization: those resolved by a climate model, and those that cannot be resolved as they are too small. This new approach addresses the missing piece of information in traditional climate model parameterizations and provides a way to predict precipitation intensity and variability more precisely. ....

Maurice Ewing , J Lamar Worzel , Sarah Shamekh , Earth Environmental Sciences , Data Science Institute , Columbia Engineering , Pierre Gentine , Artificial Intelligence , Worzel Professor , Environmental Engineering , Data Science ,

Method predicts extreme events with greater accuracy

Method predicts extreme events with greater accuracy
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New York , United States , Sarah Shamekh , J Lamar Worzel , Maurice Ewing , Data Science Institute , Earth Environmental Sciences , Columbia Engineering , Pierre Gentine , Artificial Intelligence , Worzel Professor , Environmental Engineering , Data Science ,