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Generative machine learning methods for multivariate ensemble post-processing

Published in arXiv (Cornell University) • Sep 26, 2022
NobleIDNI6P70W60R00S92
Authors:
Jieyu Chen
,
Tim Janke
,
Florian Steinke

Abstract

Ensemble weather forecasts based on multiple runs of numerical weather prediction models typically show systematic errors and require post-processing to obtain reliable forecasts. Accurately modeling multivariate dependencies is crucial in many practical applications, and various approaches to multi...

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