Towards ultra-high resolution models of climate and weather

被引:25
|
作者
Wehner, Michael [1 ]
Oliker, Leonid [1 ]
Shalf, John [1 ]
机构
[1] Univ Calif Berkeley, Lawrence Berkeley Lab, CRD NERSC, Berkeley, CA 94720 USA
关键词
climate model; atmospheric general circulation model; finite volume model; global warming; petascale simulation; power efficient computing; embedded processor;
D O I
10.1177/1094342007085023
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We present a speculative extrapolation of the performance aspects of an atmospheric general circulation model to ultra-high resolution and describe alternative technological paths to realize integration of such a model in the relatively near future. Due to a superlinear scaling of the computational burden dictated by stability criterion, the solution of the equations of motion dominate the calculation at ultra-high resolutions. From this extrapolation, it is estimated that a credible kilometer scale atmospheric model would require at least a sustained ten petaflop computer to provide scientifically useful climate simulations. Our design study portends an alternate strategy for practical power-efficient implementations of petaflop scale systems. Embedded processor technology could be exploited to tailor a custom machine designed to ultra-high climate model specifications at relatively affordable cost and power considerations. The major conceptual changes required by a kilometer scale climate model are certain to be difficult to implement. Although the hardware, software, and algorithms are all equally critical in conducting ultra-high climate resolution studies, it is likely that the necessary petaflop computing technology will be available in advance of a credible kilometer scale climate model
引用
收藏
页码:149 / 165
页数:17
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