scholarly journals Machine-Learning-Assisted Hybrid Earth System Modelling

2021 ◽  
Author(s):  
Istvan Szunyogh
Keyword(s):  
Machine Learning ◽  
System Modelling ◽  
Earth System ◽  
Earth System Modelling

Earth System Modelling - Volume 3

2012 ◽  
Author(s):  
Sophie Valcke ◽  
René Redler ◽  
Reinhard Budich
Keyword(s):  
System Modelling ◽  
Earth System ◽  
Earth System Modelling

The Frontiers of Deep Learning for Earth System Modelling 

2021 ◽  
Author(s):  
David Hall
Keyword(s):  
Artificial Intelligence ◽  
Bias Correction ◽  
Neural Nets ◽  
Generative Adversarial Networks ◽  
System Modelling ◽  
Earth System ◽  
Adversarial Networks ◽  
The Earth ◽  
Medium Range ◽  
Earth System Modelling

<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>

Earth System Modelling - Volume 6

2013 ◽  
Author(s):  
Wolfgang Hiller ◽  
Reinhard Budich ◽  
René Redler
Keyword(s):  
System Modelling ◽  
Earth System ◽  
Earth System Modelling

Earth System Modelling - Volume 1

2013 ◽  
Author(s):  
Kamal Puri ◽  
René Redler ◽  
Reinhard Budich
Keyword(s):  
System Modelling ◽  
Earth System ◽  
Earth System Modelling

scholarly journals Building Scientific Workflows for Earth System Modelling with Windows Workflow Foundation

2007 ◽  
pp. 273-280
Author(s):  
Matthew J. Fairman ◽  
Andrew R. Price ◽  
Gang Xue ◽  
Marc Molinari ◽  
Denis A. Nicole ◽  
...  
Keyword(s):  
Scientific Workflows ◽  
System Modelling ◽  
Earth System ◽  
Earth System Modelling

scholarly journals EC-Earth: A seamless prediction approach to earth system modelling

2009 ◽  
Vol 6 (5) ◽  
pp. 052002 ◽  
Author(s):  
Wilco Hazeleger ◽  
C Jones ◽  
R McGrath ◽  
J Hesselbjerg-Christensen
Keyword(s):  
System Modelling ◽  
Earth System ◽  
Prediction Approach ◽  
Earth System Modelling
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