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Accelerating Seismic Migration Using FPGA-based Coprocessor Platform

机译:基于FPGA的协处理器平台加速地震迁移

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摘要

Migration is the most important seismic data processing method that recovers subsurface images of the Earth's interior using surface-recorded data volumes obtained from seismic reflection surveys. A reconfigurable coprocessor platform called SPACE (Seismic data Processing Accelerator with reConfigurable Engine) using Field Programmable Gate Array (FPGA) technology is proposed in this paper to speed up these computationally demanding and data-intensive seismic migration applications. The proposed SPACE platform is characterized by its simple architecture and abundant on-board memory resources along with ultra-wide memory bandwidth, which also makes the platform suitable for other seismic data processing methods or some large-scale scientific computing applications. The time-consuming kernel part of the Pre-Stack Kirchhoff Time Migration (PSTM) algorithm is programmed into the FPGA-based coprocessor platform, which acts as a hardware accelerator attached to an Intel-based workstation through the local Peripheral Controller Interface (PCI) bus. Improved performance can be achieved by integrating a number of parallel running fully pipelined arithmetic modules into a single FPGA chip. Our simulation results show that the proposed coprocessor platform operating at a conservative speed of 50 MHz can calculate the Kirchhoff summations for 50 million points per second, which is about 15.6 times faster than a referential 2.4 GHz Pentium 4 workstation. The impressive performance of the proposed platform implies its broad applications in seismic data processing industry.
机译:迁移是最重要的地震数据处理方法,其使用从地震反射调查获得的表面记录的数据量来恢复地球内部的地下图像。在本文中提出了一种可重新配置的协处理器平台(具有可重新配置的发动机)的空间(地震数据处理加速器),采用现场可编程门阵列(FPGA)技术,以加快这些计算要求苛刻和数据密集型地震迁移应用。所提出的空间平台的特点是其简单的架构和丰富的车载存储器资源以及超宽的内存带宽,这也使得平台适用于其他地震数据处理方法或一些大规模的科学计算应用。堆栈的堆栈kirchhoff时间迁移(PSTM)算法的耗时的内核部分被编程到基于FPGA的协处理器平台,其作为通过本地外围控制器接口(PCI)连接到基于英特尔的工作站的硬件加速器公共汽车。通过将许多并行运行完全流水线的算术模块集成到单个FPGA芯片中,可以实现改进的性能。我们的仿真结果表明,以50 MHz为节约速度运行的建议的协处理器平台可以计算每秒5000万积分的Kirchhoff总和,比参照2.4 GHz Pentium 4工作站快约15.6倍。拟议平台的令人印象深刻的性能意味着其在地震数据处理行业中的广泛应用。

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