Analog Forecasting of Extreme‐Causing Weather Patterns Using Deep Learning

Abstract Numerical weather prediction models require ever‐growing computing time and resources but, still, have sometimes difficulties with predicting weather extremes. We introduce a data‐driven framework that is based on analog forecasting (prediction using past similar patterns) and employs a nov...

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Bibliographic Details
Main Authors: Ashesh Chattopadhyay, Ebrahim Nabizadeh, Pedram Hassanzadeh
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2020-02-01
Series:Journal of Advances in Modeling Earth Systems
Subjects:
Online Access:https://doi.org/10.1029/2019MS001958