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Updates on Model Hierarchies for Understanding and Simulating the Climate System: A Focus on Data‐Informed Methods and Climate Change Impacts

Authors :
Laura A. Mansfield
Aman Gupta
Adam C. Burnett
Brian Green
Catherine Wilka
Aditi Sheshadri
Source :
Journal of Advances in Modeling Earth Systems, Vol 15, Iss 10, Pp n/a-n/a (2023)
Publication Year :
2023
Publisher :
American Geophysical Union (AGU), 2023.

Abstract

Abstract The climate model hierarchy encompasses models of varying complexity along different axes, ranging from idealized models that elegantly describe isolated mechanisms to fully coupled Earth system models that aspire to provide useable climate projections. Based on the second Model Hierarchies Workshop, which took place in 2022, we present perspectives on how this field has evolved since the first Model Hierarchies Workshop in 2016. In this period, we have witnessed a dramatic increase in the use of (a) machine learning in climate modeling and (b) climate models to estimate risks and influence decision making under climate change. Here, we discuss the implications of these growing areas of research and how we expect them to become integrated into the model hierarchies framework.

Details

Language :
English
ISSN :
19422466
Volume :
15
Issue :
10
Database :
Directory of Open Access Journals
Journal :
Journal of Advances in Modeling Earth Systems
Publication Type :
Academic Journal
Accession number :
edsdoj.475484da99446a281c10c60d50fe27d
Document Type :
article
Full Text :
https://doi.org/10.1029/2023MS003715