Complexity of Change and the Scale Concept in Earth System Modelling

Author(s):  
Horst J. Neugebauer
Author(s):  
Sophie Valcke ◽  
René Redler ◽  
Reinhard Budich

2021 ◽  
Author(s):  
David Hall

<p>This talk gives an overview of cutting-edge artificial intelligence applications and techniques for the earth-system sciences. We survey the most important recent contributions in areas including extreme weather, physics emulation, nowcasting, medium-range forecasting, uncertainty quantification, bias-correction, generative adversarial networks, data in-painting, network-HPC coupling, physics-informed neural nets, and geoengineering, amongst others. Then, we describe recent AI breakthroughs that have the potential to be of greatest benefit to the geosciences. We also discuss major open challenges in AI for science and their potential solutions. This talk is a living document, in that it is updated frequently, in order to accurately relect this rapidly changing field.</p>


2013 ◽  
Author(s):  
Wolfgang Hiller ◽  
Reinhard Budich ◽  
René Redler

Author(s):  
Kamal Puri ◽  
René Redler ◽  
Reinhard Budich

Author(s):  
Matthew J. Fairman ◽  
Andrew R. Price ◽  
Gang Xue ◽  
Marc Molinari ◽  
Denis A. Nicole ◽  
...  

2009 ◽  
Vol 6 (5) ◽  
pp. 052002 ◽  
Author(s):  
Wilco Hazeleger ◽  
C Jones ◽  
R McGrath ◽  
J Hesselbjerg-Christensen

2012 ◽  
Vol 5 (3) ◽  
pp. 1987-2006 ◽  
Author(s):  
S. Valcke ◽  
V. Balaji ◽  
A. Craig ◽  
C. DeLuca ◽  
R. Dunlap ◽  
...  

Abstract. This paper presents a review of the software currently used in climate modelling in general and in CMIP5 in particular to couple the numerical codes representing the different components of the Earth system. The coupling technologies presented show common features, such as the ability to communicate and regrid data, but also offer different functions and implementations. Design characteristics of the different approaches are discussed as well as future challenges arising from the increasing complexity of scientific problems and computing platforms.


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