平行全球大气化学示踪模型的性能

J. Demmel, Sharon L. Smith
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引用次数: 9

摘要

作为NASA HPCC大挑战项目的一部分,我们正在设计和实施一个平行的大气化学示踪剂模型,该模型将适用于全球模拟。为了实现这一目标,我们的出发点是一个大气污染模型,该模型最初用于研究洛杉矶盆地的污染。该模型包括气相和水相化学、辐射、气溶胶物理、平流、对流、沉积、能见度和排放。并行实现模型的潜在瓶颈是具有负载平衡问题的计算密集型ode求解阶段和通信密集型平流阶段。我们描述了在各种平台上的实现和性能结果,重点介绍了我们开发的详细性能模型,以预测性能、识别瓶颈、指导实现、评估可伸缩性和评估架构。我们在本文中描述的大气化学示踪模型将成为更大的地球系统模型(ESM)的一个组成部分,该模型正在加州大学洛杉矶分校C. R. Mechoso的指导下开发,包括大气动力学、大气物理学、海洋动力学以及数据库和可视化系统。
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Performance of a Parallel Global Atmospheric Chemical Tracer Model
As partof a NASA HPCC Grand Challenge project, we are designing and implementing a parallel atmospheric chemical tracer model that will be suitable for use in global simulations. To accomplish this goal, our starting point has been an atmospheric pollution model that was originally used to study pollution in the Los Angeles Basin. The model includes gas-phase and aqueous-phase chemistry, radiation, aerosol physics, advection, convection, deposition, visibility and emissions. The potential bottlenecks in the model for parallel implementation are the compute-intensiveODE solving phase with load balancing problems,and the communication-intensive-advection phase. We describe the implementation and performance results on a variety of platforms,with emphasis on a detailed performance model we developed to predict performance, identify bottlenecks, guide our implementation, assess scalability, and evaluate architectures. An atmospheric chemical tracer model such as the one we describe in this paper will be one component of a larger Earth Systems Model (ESM), being developed under the direction of C. R. Mechoso of UCLA, incorporating atmospheric dynamics, atmospheric physics, ocean dynamics, and a database and visualization system.
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