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基于Spark的近地表速度模型快速层析反演 被引量:5
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作者 陈金焕 《石油物探》 CSCD 北大核心 2022年第1期146-155,共10页
近地表速度模型层析反演多采用基于初至旅行时射线追踪的迭代反演方法。通常采用基于共享存储的MPI并行方式提高计算效率,但当计算节点增至一定规模时会存在网络I/O压力过大的计算瓶颈。为此,提出了一种快速、稳健的基于Spark技术的近... 近地表速度模型层析反演多采用基于初至旅行时射线追踪的迭代反演方法。通常采用基于共享存储的MPI并行方式提高计算效率,但当计算节点增至一定规模时会存在网络I/O压力过大的计算瓶颈。为此,提出了一种快速、稳健的基于Spark技术的近地表速度模型层析反演方法,采用分布式内存管理技术将迭代中重复计算的数据持久化至内存中,提高程序运行效率。同时,为了解决共享存储中随着节点规模扩大而产生网络I/O堵塞的瓶颈问题,在分布式存储环境下组织弹性分布式数据集(RDD),设计基本规约单位为深度方向的一维反演数据,基于Spark Shuffle在规约过程中分布并行规约,利用Spark调度器在各个进程中分配任务,实现并行计算。实际数据计算结果表明:在反演结果精度不变的情况下,相对于常规MPI并行技术,该实现方法能够大幅度降低迭代过程中产生的网络I/O;当计算节点较多时,计算效率能够提高4倍以上;并行加速比呈现类线性增长趋势。 展开更多
关键词 近地表层析反演 迭代计算 Spark并行 弹性分布式数据集 规约基本单元
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Near-surface model reconstruction using pseudo well-surface simultaneous travel time tomographic inversion
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作者 LI Yu YAN Pei +1 位作者 PAN Yanhui YAN Rui 《Mining Science and Technology》 EI CAS 2010年第5期747-751,共5页
The static correction of a near-surface model may be improved by using travel time tomographic inversion.We discuss unfavorable factors in the inversion of surface seismic waves that have been analyzed by the first br... The static correction of a near-surface model may be improved by using travel time tomographic inversion.We discuss unfavorable factors in the inversion of surface seismic waves that have been analyzed by the first break.These factors show that sources and geophones arranged on the surface,or close to the surface,give a first break that only includes the direct wave and the up going wave from the down going to up going transition.These up going waves have weak directivity when they arrive at a geophone and so the rays passing through the grids have small directional differences and a narrow azimuth.Drawing lessons from the advantages of Vertical Seismic Profiling(VSP) acquisition mode we describe a pseudo well-surface simultaneous travel time tomographic inversion of a near-surface model.The well depth should be increased in the surface seismic study to produce a pure up going wave,to enhance the verticality of the rays and to increase the azimuth and shorten path length of the rays.Simulations of the effect of well depth on a pseudo well-surface simultaneous travel time tomographic inversion model are reported.The results show that the static corrections are improved significantly when the well depth extends below the weathered or sub-weathered layers.The root mean square error of the statics is 1.14 or 0.93 ms for these two situations,respectively. 展开更多
关键词 surface seismic travel time tomography well-surface simultaneous near-surface model static correction
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