Topological data analysis and machine learning for recognizing atmospheric river patterns in large climate datasets

<p>Identifying weather patterns that frequently lead to extreme weather events is a crucial first step in understanding how they may vary under different climate change scenarios. Here, we propose an automated method for recognizing atmospheric rivers (ARs) in climate data using topological da...

Full description

Bibliographic Details
Main Authors: G. Muszynski, K. Kashinath, V. Kurlin, M. Wehner, Prabhat
Format: Article
Language:English
Published: Copernicus Publications 2019-02-01
Series:Geoscientific Model Development
Online Access:https://www.geosci-model-dev.net/12/613/2019/gmd-12-613-2019.pdf