A Highly Efficient Dynamical Core of Atmospheric General Circulation Model based on Leap-Format

Hang Cao, Liang Yuan, He Zhang, Baodong Wu, Shigang Li, Pengqi Lu, Yunquan Zhang, Yongjun Xu, Minghua Zhang
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引用次数: 5

Abstract

The finite-difference dynamical core based on the equal-interval latitude-longitude mesh has been widely used for numerical simulations of the Atmospheric General Circulation Model (AGCM). Previous work utilizes different filtering schemes to alleviate the instability problem incurred by the unequal physical spacing at different latitudes, but they all incur high communication and computation overhead and become a scaling bottleneck. This paper proposes a new leap-format finite-difference computing scheme. It generalizes the usual finite-difference format with adaptive wider intervals and is able to maintain the computational stability in the grid updating. Therefore, the costly filtering scheme is eliminated. The new scheme is parallelized with a shifting communication method and implemented with fine communication optimizations based on a 3D decomposition. With the proposed leap-format computation scheme, the communication overhead of the AGCM is significantly reduced and good load balance is exhibited. The simulation results verify the correctness of the new leap-format scheme. The new scheme achieves the speed of 16.6 simulation-year-per-day (SYPD) and up to 3.3x speedup over the latest implementation.
基于Leap-Format的大气环流高效动力核心模式
基于等间隔经纬网格的有限差分动力核已广泛应用于大气环流模式(AGCM)的数值模拟。以往的研究采用了不同的滤波方案来缓解不同纬度物理间距不等带来的不稳定性问题,但它们都带来了较高的通信和计算开销,成为扩展的瓶颈。本文提出了一种新的跃变格式有限差分计算方案。它将通常的有限差分格式推广为自适应宽区间,在网格更新过程中能够保持计算稳定性。因此,消除了昂贵的滤波方案。该方案采用一种移位通信方法并行化,并基于三维分解实现了精细的通信优化。提出的跳变格式计算方案显著降低了AGCM的通信开销,具有良好的负载均衡性。仿真结果验证了新跃变格式的正确性。新方案实现了16.6模拟年/天(SYPD)的速度,比最新实现的速度提高了3.3倍。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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