题名 | Implementation of efficient low-storage techniques for 3-D seismic simulation using the curved grid finite-difference method |
作者 | |
通讯作者 | Zhang,Zhenguo |
发表日期 | 2023-09-01
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DOI | |
发表期刊 | |
ISSN | 0956-540X
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EISSN | 1365-246X
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卷号 | 234期号:3页码:2214-2230 |
摘要 | High-resolution 3-D seismic simulation imposes severe demands for computational memory, making low-storage seismic simulation particularly important. Due to its high-efficiency and low-storage, the half-precision floating-point 16-bit format (FP16) is widely used in heterogeneous computing platforms, such as Sunway series supercomputers and graphics processing unit (GPU) computing platforms. Furthermore, the low-storage Runge–Kutta (LSRK) technique requires lower memory resources compared with the classical Runge–Kutta. Therefore, FP16 and LSRK provide the possibility for low-storage seismic simulation. However, the orders of magnitude of the physical quantities (velocity, stress and Lamé constants) in the elastic wave equations are influenced by the P-wave and S-wave velocities and the densities of the elastic media. This results in a huge order of magnitude difference between the stored velocity and stress values, which exceed the range of the stored values of FP16. In this paper, we introduce three dimensionless constants, C, C and C, into elastic wave equations, and new elastic wave equations are derived. The three constants, C, C and C, keep the orders of magnitude of the velocity and stress at a similar level in the new elastic wave equations. Thus, the stored values of these variables in new equations remain within the range of the stored values of FP16. In addition, we introduce the use of the LSRK due to its low-storage characteristic. In this paper, based on the FP16 and LSRK low-storage techniques, we develop 3 optimized multi-GPU solvers for seismic simulation using the curved grid finite-difference method (CGFDM). Moreover, we perform a series of seismic simulations to verify the accuracy, stability, and validity of the optimized solver coupled with the two techniques. The verifications indicate that through maintaining the calculation accuracy, the computational efficiency of the solver is significantly optimized, and the memory usage is remarkably reduced. In particular, under the best conditions, the memory usage can be reduced to nearly 1/3 that of the original CGFDM solver. |
关键词 | |
相关链接 | [Scopus记录] |
收录类别 | |
语种 | 英语
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学校署名 | 第一
; 通讯
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资助项目 | National Key R&D Program of China[2020YFB0204700]
; national natural science foundation of china[42174057]
; Guangdong Provincial Key Laboratory of Geophysical High-resolution Imaging Technology[2022B1212010002]
; Shenzhen Science and Technology Program[KQTD20170810111725321]
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WOS研究方向 | Geochemistry & Geophysics
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WOS类目 | Geochemistry & Geophysics
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WOS记录号 | WOS:000995030800004
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出版者 | |
EI入藏号 | 20232314186910
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EI主题词 | Computational efficiency
; Computer graphics
; Computer graphics equipment
; Digital arithmetic
; Finite difference method
; Graphics processing unit
; Numerical methods
; Program processors
; Seismic waves
; Seismology
; Shear waves
; Supercomputers
; Wave equations
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EI分类号 | Seismology:484
; Earthquake Measurements and Analysis:484.1
; Semiconductor Devices and Integrated Circuits:714.2
; Computer Theory, Includes Formal Logic, Automata Theory, Switching Theory, Programming Theory:721.1
; Computer Circuits:721.3
; Computer Peripheral Equipment:722.2
; Digital Computers and Systems:722.4
; Computer Applications:723.5
; Calculus:921.2
; Numerical Methods:921.6
; Mechanics:931.1
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ESI学科分类 | GEOSCIENCES
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Scopus记录号 | 2-s2.0-85160744968
|
来源库 | Scopus
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引用统计 |
被引频次[WOS]:4
|
成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/559698 |
专题 | 理学院_地球与空间科学系 |
作者单位 | 1.Department of Earth and Space Sciences,Southern University of Science and Technology,Shenzhen,518055,China 2.Guangdong Provincial Key Laboratory of Geophysical High-resolution Imaging Technology,Southern University of Science and Technology,Shenzhen,518055,China 3.Department of Earth and Planetary Sciences,McGill University,Montreal,H3A0G4,Canada 4.School of Earth and Space Sciences,University of Science and Technology of China,Hefei,230052,China |
第一作者单位 | 地球与空间科学系 |
通讯作者单位 | 地球与空间科学系; 南方科技大学 |
第一作者的第一单位 | 地球与空间科学系 |
推荐引用方式 GB/T 7714 |
Wang,Wenqiang,Zhang,Zhenguo,Zhang,Wenqiang,et al. Implementation of efficient low-storage techniques for 3-D seismic simulation using the curved grid finite-difference method[J]. Geophysical Journal International,2023,234(3):2214-2230.
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APA |
Wang,Wenqiang,Zhang,Zhenguo,Zhang,Wenqiang,&Liu,Qi.(2023).Implementation of efficient low-storage techniques for 3-D seismic simulation using the curved grid finite-difference method.Geophysical Journal International,234(3),2214-2230.
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MLA |
Wang,Wenqiang,et al."Implementation of efficient low-storage techniques for 3-D seismic simulation using the curved grid finite-difference method".Geophysical Journal International 234.3(2023):2214-2230.
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