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Parallel-in-time multi-level integration of the shallow-water equations on the rotating sphere
被引:10
|作者:
Hamon, Francois P.
[1
,4
]
Schreiber, Martin
[2
]
Minion, Michael L.
[3
]
机构:
[1] Lawrence Berkeley Natl Lab, Ctr Computat Sci & Engn, Berkeley, CA 94720 USA
[2] Tech Univ Munich, Chair Comp Architecture & Parallel Syst, Munich, Germany
[3] Lawrence Berkeley Natl Lab, Dept Appl Math, Berkeley, CA USA
[4] TOTAL Explorat & Prod, Houston, TX 77002 USA
关键词:
Parallel-in-time integration;
Multi-level spectral deferred corrections;
Spherical harmonics;
Shallow-water equations on the sphere;
Atmospheric flows;
Climate and weather simulations;
SPECTRAL DEFERRED CORRECTIONS;
EFFICIENT;
EXPLICIT;
PARAREAL;
ORDER;
SCHEMES;
MODELS;
D O I:
10.1016/j.jcp.2019.109210
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
The modeling of atmospheric processes in the context of weather and climate simulations is an important and computationally expensive challenge. The temporal integration of the underlying PDEs requires a very large number of time steps, even when the terms accounting for the propagation of fast atmospheric waves are treated implicitly. Therefore, the use of parallel-in-time integration schemes to reduce the time-to-solution is of increasing interest, particularly in the numerical weather forecasting field. We present a multi-level parallel-in-time integration method combining the Parallel Full Approximation Scheme in Space and Time (PFASST) with a spatial discretization based on Spherical Harmonics (SH). The iterative algorithm computes multiple time steps concurrently by interweaving parallel high-order fine corrections and serial corrections performed on a coarsened problem. To do that, we design a methodology relying on the spectral basis of the SH to coarsen and interpolate the problem in space. The methods are evaluated on the shallow-water equations on the sphere using a set of tests commonly used in the atmospheric flow community. We assess the convergence of PFASST-SH upon refinement in time. We also investigate the impact of the coarsening strategy on the accuracy of the scheme, and specifically on its ability to capture the high-frequency modes accumulating in the solution. Finally, we study the computational cost of PFASST-SH to demonstrate that our scheme resolves the main features of the solution multiple times faster than the serial schemes. (C) 2019 Elsevier Inc. All rights reserved.
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