Solving the Uniform Density Constraint in a Stochastic Downscaling Model
ESAIM. Proceedings, Tome 24 (2008), pp. 97-110
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The present work aims to contribute to the development of a numerical method to compute small scale phenomena in atmospheric models, getting rid of any mesh refinement. In a domain, typically a mesh of a numerical weather prediction model, we simulate some particles that are moved thanks to a Stochastic Lagrangian model adapted from the PDF methods proposed by S.B. Pope. We estimate the Eulerian values of the required fields, thanks to the computation of a local mean value over an ensemble of particles. We are thus using a stochastic particle method. At small scale, our atmospheric model imposes that the mass density ρ is constant in the domain. As a consequence, the particles have to be uniformly distributed at every time step of the particle method. We aim to use D.P. Bertsekas Auction Algorithm in order to move a given cloud of particles to a new position, which is also given in advance, and that realizes the constraint . Naturally, the transport cost will have to be minimum. This is a problem of 3D optimal transport, which is known to be difficult.
Affiliations des auteurs :
C. Chauvin 1 ; S. A. Hirstoaga 2 ; P. Kabelikova 3 ; A. Rousseau 4 ; F. Bernardin 5 ; M. Bossy 6
@article{EP_2008_24_a7,
author = {C. Chauvin and S. A. Hirstoaga and P. Kabelikova and A. Rousseau and F. Bernardin and M. Bossy},
title = {Solving the {Uniform} {Density} {Constraint} in a {Stochastic} {Downscaling} {Model}},
journal = {ESAIM. Proceedings},
pages = {97--110},
year = {2008},
volume = {24},
doi = {10.1051/proc:2008032},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.1051/proc:2008032/}
}
TY - JOUR AU - C. Chauvin AU - S. A. Hirstoaga AU - P. Kabelikova AU - A. Rousseau AU - F. Bernardin AU - M. Bossy TI - Solving the Uniform Density Constraint in a Stochastic Downscaling Model JO - ESAIM. Proceedings PY - 2008 SP - 97 EP - 110 VL - 24 UR - http://geodesic.mathdoc.fr/articles/10.1051/proc:2008032/ DO - 10.1051/proc:2008032 LA - en ID - EP_2008_24_a7 ER -
%0 Journal Article %A C. Chauvin %A S. A. Hirstoaga %A P. Kabelikova %A A. Rousseau %A F. Bernardin %A M. Bossy %T Solving the Uniform Density Constraint in a Stochastic Downscaling Model %J ESAIM. Proceedings %D 2008 %P 97-110 %V 24 %U http://geodesic.mathdoc.fr/articles/10.1051/proc:2008032/ %R 10.1051/proc:2008032 %G en %F EP_2008_24_a7
C. Chauvin; S. A. Hirstoaga; P. Kabelikova; A. Rousseau; F. Bernardin; M. Bossy. Solving the Uniform Density Constraint in a Stochastic Downscaling Model. ESAIM. Proceedings, Tome 24 (2008), pp. 97-110. doi: 10.1051/proc:2008032
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