Pseudo-2-D Transdimensional Bayesian Inversion of the Full Waveform TEM Response From PRBS Source
文献类型:期刊论文
作者 | Di, Qingyun3,4; Li, Hai2,3; Xue, Guoqiang1,2,3; Zhang, Linbo1,2 |
刊名 | IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
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出版日期 | 2020-11-01 |
卷号 | 58期号:11页码:7602-7610 |
关键词 | Geophysical signal processing pseudorandom binary sequence (PRBS) transdimensional Bayesian transient electromagnetic method (TEM) |
ISSN号 | 0196-2892 |
DOI | 10.1109/TGRS.2020.2982442 |
英文摘要 | Transient electromagnetic method (TEM) is an important tool for mapping the subsurface resistivity. As the electromagnetic fields with different frequencies reach different depth of the Earth, the resolution of TEM method is closely related to the spectrum properties of its source signal. The pseudorandom binary sequence (PRBS) is a recently applied source signal and is thought to be superior to the conventional square wave for its adjustable frequency range and density. However, to invert the response from this optimized source, the pure secondary field needs to be extracted from the full waveform response in which parts of useful information is lost inevitably. We thus propose to directly invert the full waveform TEM response from the excitation of PRBS using a transdimensional framework. We use the reverse-jump Markov chain Monte Carlo (RJ-MCMC) sampler to get the model ensemble so that the posterior of the model can be obtained. The PRBS source is convolved with the impulse response of the Earth to fit the recorded full waveform response. The 2-D model space is discretized using a two-stage binary tree and updates in parallel, which dramatically improve the sampling efficiency. The synthetic examples compare the results from the conventional time-domain step response and the full waveform response and demonstrate that the proposed method obtains higher resolution and can better resolve the interface in the shallow and moderate depth. Furthermore, the real data example recovers the model structure that is consistent with the geologic inference, providing alternate evidence for the conjecture of the Sanshandao fault. |
WOS关键词 | SOURCE ELECTROMAGNETIC DATA ; MARINE CSEM DATA ; ALGORITHM ; ROBUST ; TIME |
资助项目 | Natural Science Foundation of China[41804074] ; S&T Program of Beijing[Z181100005718001] |
WOS研究方向 | Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
WOS记录号 | WOS:000583850500008 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
资助机构 | Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; Natural Science Foundation of China ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing ; S&T Program of Beijing |
源URL | [http://ir.iggcas.ac.cn/handle/132A11/98648] ![]() |
专题 | 地质与地球物理研究所_中国科学院页岩气与地质工程重点实验室 地质与地球物理研究所_中国科学院矿产资源研究重点实验室 |
通讯作者 | Li, Hai |
作者单位 | 1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Geol & Geophys, Key Lab Mineral Resources, Beijing 100029, Peoples R China 3.Chinese Acad Sci, Innovat Acad Earth Sci, Beijing 100029, Peoples R China 4.Chinese Acad Sci, Inst Geol & Geophys, Key Lab Shale Gas & Geoengn, Beijing 100029, Peoples R China |
推荐引用方式 GB/T 7714 | Di, Qingyun,Li, Hai,Xue, Guoqiang,et al. Pseudo-2-D Transdimensional Bayesian Inversion of the Full Waveform TEM Response From PRBS Source[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,2020,58(11):7602-7610. |
APA | Di, Qingyun,Li, Hai,Xue, Guoqiang,&Zhang, Linbo.(2020).Pseudo-2-D Transdimensional Bayesian Inversion of the Full Waveform TEM Response From PRBS Source.IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,58(11),7602-7610. |
MLA | Di, Qingyun,et al."Pseudo-2-D Transdimensional Bayesian Inversion of the Full Waveform TEM Response From PRBS Source".IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 58.11(2020):7602-7610. |
入库方式: OAI收割
来源:地质与地球物理研究所
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