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Static load balancing using non-uniform mesh partitioning based on ray density prediction for the parallel wavefront construction method

机译:基于线密度预测的基于射线密度预测的非均匀网格划分的静态负载均衡

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摘要

The Wavefront Construction (WFC) method, which was developed based on ray theory, is one of the most efficient seismic modeling tools. WFC propagates a wavefront represented by rays in a computational mesh that is refined whenever an accuracy criterion is violated. Since WFC interpolates new rays during wave propagation, the wavefront mesh is considered highly adaptive. Recently, a parallel WFC was developed using the Standard Template Adaptive Parallel Library. However, due to wavefront density adaptivity, the parallel implementation exhibits inefficient performance owing to load imbalances between processors. In this paper we apply a static load balancing approach based on the prediction of future load for a synthetic salt dome model, to improve performance. This approach utilizes a preliminary conventional ray simulation to estimate the cost (future load) of each cell in the WFC's initial wavefront mesh. Then it applies a non-uniform mesh decomposition that results in a more efficient parallel WFC. Compared to the original implementation, our implementation shows better and more stable scalability in most WFC simulations conducted on the salt model. This paper contributes to understanding the behavior of wavefront mesh adaptability and predicting earth model complexities, and serves as a guide for achieving the ultimate goal, a fully load-balanced parallel WFC.
机译:基于射线理论开发的波前构造(WFC)方法是最有效的地震建模工具之一。 WFC在计算网格中传播由射线表示的波前,只要违反精度标准,该网格就会被完善。由于WFC在波传播过程中会插入新的射线,因此波前网格被认为是高度自适应的。最近,使用标准模板自适应并行库开发了并行WFC。但是,由于波前密度适应性强,并行实现由于处理器之间的负载不平衡而效率低下。在本文中,我们基于合成盐穹顶模型的未来负载预测应用了静态负载平衡方法,以提高性能。该方法利用初步的常规射线模拟来估算WFC的初始波前网格中每个单元的成本(未来负荷)。然后,它会应用非均匀网格分解,从而导致更有效的并行WFC。与原始实现相比,我们的实现在盐模型上进行的大多数WFC仿真中显示出更好,更稳定的可伸缩性。本文有助于了解波前网格自适应行为并预测地球模型的复杂性,并为实现最终目标(完全负载平衡的并行WFC)提供了指南。

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