Redesigning elastic full-waveform inversion on the new Sunway architecture

ENGINEERING REPORTS(2023)

引用 0|浏览0
暂无评分
摘要
IFOS3D is a three-dimensional elastic full-waveform inversion (EFWI) tool designed for high-resolution estimation of the Earth's material properties within 3D subsurface structures. However, due to the significant computational costs associated with 3D EFWI, leveraging the computing power of a supercomputer for implementation is a logical choice. In this article, we introduce several innovative process-level and thread-level optimizations based on heterogeneous many-core architectures in the new Sunway supercomputer, which is a powerful system globally. These optimizations encompass a process-level communication overlapping strategy, thread-level data partitioning and layout approaches, a remote memory access optimized master-slave communication scheme, and a thread-level data reuse and overlapping strategy. Through these optimizations, we achieve significant improvements in each iteration, with a kernel function speedup of approximately 59x and an overall program speedup of about 14x. Our findings demonstrate the ability of our proposed optimization strategies to overcome the computational challenges associated with 3D EFWI, providing a promising framework for future advancements in the field of subsurface imaging.
更多
查看译文
关键词
EFWI,heterogeneous,HPC,IFOS3D,optimizations,Sunway supercomputer
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要