Parallel Algorithms for Radiation Transport on Unstructured Grids

S. Plimpton, B. Hendrickson, S. Burns, William C. McLendon
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引用次数: 55

Abstract

The method of discrete ordinates is commonly used to solve the Boltzmann radiation transport equation for applications ranging from simulations of fires to weapons effects. The equations are most efficiently solved by sweeping the radiation flux across the computational grid. For unstructured grids this poses several interesting challenges, particularly when implemented on distributed-memory parallel machines where the grid geometry is spread across processors. We describe a asynchronous, parallel, message-passing algorithm that performs sweeps simultaneously from many directions across unstructured grids. We identify key factors that limit the algorithm’s parallel scalability and discuss two enhancements we have made to the basic algorithm: one to prioritize the work within a processor’s subdomain and the other to better decompose the unstructured grid across processors. Performance results are give for the basic and enhanced algorithms implemented withi a radiation solver running on hundreds of processors of Sandia’s Intel Tflops machine and DEC-Alpha CPlant cluster.
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非结构网格上辐射输运的并行算法
离散坐标法是求解波尔兹曼辐射输运方程的常用方法,其应用范围从火灾模拟到武器效应模拟。通过在计算网格上扫描辐射通量,可以最有效地求解这些方程。对于非结构化网格,这带来了几个有趣的挑战,特别是在分布式内存并行机器上实现时,网格几何分布在多个处理器上。我们描述了一种异步、并行、消息传递算法,该算法可以在非结构化网格上从多个方向同时执行扫描。我们确定了限制算法并行可伸缩性的关键因素,并讨论了我们对基本算法所做的两个增强:一个是在处理器的子域内优先处理工作,另一个是更好地分解跨处理器的非结构化网格。给出了在Sandia的Intel Tflops机器和DEC-Alpha CPlant集群的数百个处理器上运行的辐射求解器实现的基本算法和增强算法的性能结果。
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