The acceleration strategy of a simplified hybrid domain full waveform inversion on multi-GPUs | |
Gui Sheng1,2; Liu Hong1,2; Zhang Yu-Jie1,2 | |
刊名 | CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION
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2017-02-01 | |
卷号 | 60期号:2页码:665-677 |
关键词 | Full Waveform Inversion Hybrid Domain 3d-model Large-scale Multi-gpu Acceleration |
ISSN号 | 0001-5733 |
DOI | 10.6038/cjg20170220 |
文献子类 | Article |
英文摘要 | By fitting synthetic data to the seismic observations, full waveform inversion (FWI) uses the amplitude, traveltime, and phase information embedded in the recorded data to quantitatively extract the elastic rock properties and to provide reliable information for seismic imaging, velocity model building, and large-scale tectonic evolution interpretation, etc. However, the computational cost of FWI could be overwhelming, especially for large size 3D prestack seismic surveys. We compare FWI algorithms in both time domain and frequency domain and evaluate their pros and cons, respectively. Then we propose to implement FWI in hybrid domain and simplify the method to reduce production cost. To overcome the possible local minimum traps during the inversion, we propose to divide the model into several small pieces. The method computes the gradient of the objective function in each piece, compares all the local gradients and derives an optimal global inversion update. We implemented our simplified hybrid domain FWI method on GPUs. The numerical experiments reported in this paper demonstrate that our proposed inversion algorithm is effective, efficient, and scalable. |
WOS关键词 | TIME MIGRATION ; FREQUENCY ; REFLECTION ; NEWTON |
WOS研究方向 | Geochemistry & Geophysics |
语种 | 英语 |
出版者 | SCIENCE PRESS |
WOS记录号 | WOS:000394412200020 |
内容类型 | 期刊论文 |
源URL | [http://ir.iggcas.ac.cn/handle/132A11/53047] ![]() |
专题 | 地质与地球物理研究所_中国科学院油气资源研究重点实验室 |
通讯作者 | Liu Hong |
作者单位 | 1.Chinese Acad Sci, Inst Geol & Geophys, Beijing 100029, Peoples R China 2.Key Lab Petr Resources Res, Beijing 100029, Peoples R China |
推荐引用方式 GB/T 7714 | Gui Sheng,Liu Hong,Zhang Yu-Jie. The acceleration strategy of a simplified hybrid domain full waveform inversion on multi-GPUs[J]. CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION,2017,60(2):665-677. |
APA | Gui Sheng,Liu Hong,&Zhang Yu-Jie.(2017).The acceleration strategy of a simplified hybrid domain full waveform inversion on multi-GPUs.CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION,60(2),665-677. |
MLA | Gui Sheng,et al."The acceleration strategy of a simplified hybrid domain full waveform inversion on multi-GPUs".CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION 60.2(2017):665-677. |
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