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Simulating Cloud Dynamics at Interactive Rates

Posted by Stephen Guerin-5 on Oct 09, 2020; 5:09am
URL: http://friam.383.s1.nabble.com/Simulating-Cloud-Dynamics-at-Interactive-Rates-tp7599034.html

Nick, you should appreciate the video associated with the paper in this link. We are considering something like this to help interpolate fire plumes from our work with alertwildfire.org cameras.

http://computationalsciences.org/publications/haedrich-2020-stormscapes.html

Stormscapes: Simulating Cloud Dynamics in the Now
Metadata
T. Hädrich, M. Makowski, W. Pałubicki, D. T. Banuti, S. Pirk, and D. L. Michels.
Stormscapes: Simulating Cloud Dynamics in the Now.
ACM Transactions on Graphics (SIGGRAPH Asia 2020), Vol. 39, No. 6, Article 175.
 
Abstract
The complex interplay of a number of physical and meteorological phenomena makes simulating clouds a challenging and open research problem. We explore a physically accurate model for simulating clouds and the dynamics of their transitions. We propose first-principle formulations for computing buoyancy and air pressure that allow us to simulate the variations of atmospheric density and varying temperature gradients. Our simulation allows us to model various cloud types, such as cumulus, stratus, and stratoscumulus, and their realistic formations caused by changes in the atmosphere. Moreover, we are able to simulate large-scale cloud super cells – clusters of cumulonimbus formations – that are commonly present during thunderstorms. To enable the efficient exploration of these stormscapes, we propose a lightweight set of high-level parameters that allow us to intuitively explore cloud formations and dynamics. Our method allows us to simulate cloud formations of up to about 20km×20km extents at interactive rates. We explore the capabilities of physically accurate and yet interactive cloud simulations by showing numerous examples and by coupling our model with atmosphere measurements of real-time weather services to simulate cloud formations in the now. Finally, we quantitatively assess our model with cloud fraction profiles, a common measure for comparing cloud types.


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