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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">851206</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.851206</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Methods</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Gaussian Beam Migration for Free-Surface Multiples in VSP</article-title>
<alt-title alt-title-type="left-running-head">Yu et al.</alt-title>
<alt-title alt-title-type="right-running-head">GBM for Multiples in VSP</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Dai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1628419/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Feilong</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1626279/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wen</surname>
<given-names>Bo</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1745852/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Ying</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Dezhi</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Chi</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1745883/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Geology Engineering and Geomatics Chang&#x2019;an University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Earth Sciences and Engineering Xi&#x2019;an Shiyou University</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>BGP Offshore of China National Petroleum Corporation</institution>, <addr-line>Tianjin</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Docan Tech (Xi<sup>&#x2019;</sup>an) Co., Ltd.</institution>, <addr-line>Xi&#x2019;an</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Mining Engineering Heilongjiang University of Science and Technology</institution>, <addr-line>Harbin</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Sinopec Northwest Oilfield Company</institution>, <addr-line>Urumqi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1337786/overview">Jidong Yang</ext-link>, China University of Petroleum, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1488328/overview">Maysam Abedi</ext-link>, University of Tehran, Iran</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1683082/overview">Subin Zhuang</ext-link>, China University of Petroleum, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Feilong Yang, <email>feilongy@xsyu.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Solid Earth Geophysics, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>851206</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Yu, Yang, Wen, Wang, Huang and Zhao.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Yu, Yang, Wen, Wang, Huang and Zhao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The vertical seismic profiling (VSP) Gaussian beam migration is a seismic imaging method with both computational efficiency and imaging precision. It can get high-resolution structural features near the well. However, the VSP migration based on primary reflection imaging is limited by the observation system, which makes it unable to image for the shallow structure at far offset. The free-surface multiples in VSP can expand the illumination range for far offset effectively. Therefore, Gaussian beam migration (GBM) for free-surface multiples imaging in VSP is proposed. Firstly, based on the ground Gaussian beam pre-stack depth migration, the method for decomposing the plane wave is improved and adapted into VSP geometry. We decompose the seismic records received by the well into plane waves in different directions according to different window centers and image the plane wave of each direction independently. Secondly, through the mirror image of both the velocity model and VSP receivers, the VSP free-surface multiples are converted into VSP primary reflections which are involved in the VSP Gaussian beam migration method, and thus, the method of the primaries is used to image the free-surface multiples. Finally, the effectiveness and robustness of the proposed method are verified by the theoretical model and practical data.</p>
</abstract>
<kwd-group>
<kwd>vertical seismic profiling</kwd>
<kwd>Gaussian beam migration (GBM)</kwd>
<kwd>velocity mirror image</kwd>
<kwd>far offset</kwd>
<kwd>free-surface multiples</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>There are many difficulties in exploration and development, such as surface-complicated, complex underground structure, strong reservoir heterogeneity, thin reservoir thickness, and small reservoir traps. Seismic imaging technology needs a high-precision method which can broaden the frequency band so as to improve spatial resolution and identify thinner reservoirs and faults as well as some complex structures. The receivers of VSP exploration are close to the geologic objects, and seismic wave information from VSP can directly reflect the geological attributes of strata, reservoirs, or targets. The exploration precision and detection range of VSP are between ground seismic and logging methods. VSP is the spatial expansion and effective supplement of these two technologies, which is mainly used to study the formation process and the spatial structure around the well. Compared with ground seismic migration, VSP migration improves the resolution and provides the corresponding relationship between the underground strata structure and subsurface measurement parameters.</p>
<p>For a long time, the primaries have been used in imaging and the multiples have been suppressed as interference waves. However, the multiples also contain plentiful geological structure information. <xref ref-type="bibr" rid="B11">Reiter et al. (1991)</xref> tried to mine the useful information from the multiples and added the first-order water-bottom reflection operator into Kirchhoff pre-stack time migration. The method is difficult to obtain the up-going and down-going components of the towline data in submarine, so it is limited to deep water data processing. Based on this idea, many researchers have done much research on multiples imaging. Until now, the multiples have been regarded as effective information and applied effectively, which are significant to the fine description of underground structure information. <xref ref-type="bibr" rid="B1">Berkhout and Verschuur (1994)</xref> proposed a method to realize multiples imaging by using the received records as the sources and the separated multiples as the received records. Based on this idea, <xref ref-type="bibr" rid="B5">Guitton (2002)</xref> used the shot-profile method to migrate the multiples. <xref ref-type="bibr" rid="B13">Shan (2003)</xref> used source&#x2013;receiver depth migration to realize multiples imaging. <xref ref-type="bibr" rid="B12">Shan and Guitton (2004)</xref> used the multiples to construct a pseudo-primary wave and realize the imaging of the multiples and proved that this method is equivalent to the above method which images the multiples by modifying boundary conditions. <xref ref-type="bibr" rid="B2">Berkhout and Verschuur (2006)</xref> combined surface-related multiple elimination (SRME) theory and focal transformation theory to convert the multiples into the primaries, and thus, multiples imaging can also be realized indirectly by extracting the multiples in the focal transformation domain. <xref ref-type="bibr" rid="B10">Lou et al. (2007)</xref> presented a new method to perform the 3C vector Kirchhoff pre-stack depth migration for the first-order free-surface multiples in VSP data by the velocity mirror image and the virtual receivers. It can accurately produce a much wider seismic image zone than the conventional VSP migration which uses primary reflections only. <xref ref-type="bibr" rid="B9">Liu et al. (2011)</xref> used the reverse time migration (RTM) to image the multiples by separating the multiples to realize multiples imaging through the primaries imaging method. However, the precision of separating the primaries and the multiples may reduce the quality of multiples imaging. <xref ref-type="bibr" rid="B17">Zhang and Schuster (2014)</xref> did multiples imaging and achieved the results based on the least square reverse time migration (LSRTM). But it involves huge calculation cost and the elimination of the noise. <xref ref-type="bibr" rid="B8">Liu et al. (2018)</xref> proposed the fast LSRTM to image the down-going free-surface multiples in VSP, which greatly expands the imaging illumination range of VSP.</p>
<p>Non-zero offset VSP imaging commonly uses VSP-CDP transform and Kirchhoff migration. Since the VSP-CDP transform and stack method use the ray method for model building in the depth domain and are based on the hypothesis of layered and uniform medium, it is difficult to image the complex structures. The Kirchhoff migration also leads to poor amplitude conservation and low imaging precision. To solve these problems, wave equation pre-stack depth migration was proposed, and it has been demonstrated effective when imaging complex structures (<xref ref-type="bibr" rid="B14">Wang J et al., 2008</xref>; <xref ref-type="bibr" rid="B4">Fang et al., 2016</xref>). RTM is based on the two-way wave equation and is distinguished by its high imaging and migration homing accuracy (<xref ref-type="bibr" rid="B3">Chen et al., 2018</xref>). The Gaussian beam migration (GBM) overcomes the shortcomings of Kirchhoff migration and retains its flexibility and efficiency at the same time. It also leads to the results as accurate as these by RTM. In summary, it has a fast calculation speed and high accuracy (<xref ref-type="bibr" rid="B6">Hill, 1990</xref>; <xref ref-type="bibr" rid="B7">Huang et al., 2014</xref>; <xref ref-type="bibr" rid="B16">Yu et al., 2018</xref>). In order to improve the quality of VSP imaging, <xref ref-type="bibr" rid="B15">Wang Y. G et al. (2008)</xref> applied the GBM to VSP for the first time (VSP-GBM for short). VSP-GBM not only considers both computational efficiency and imaging accuracy but also calculates multi-arrival travel time. Besides, it is a ray method, which has a weak dependence on the velocity model, so it has strong imaging ability. In this paper, VSP-GBM is used to calculate the free-surface multiples, and this method is verified by forward seismic data and actual seismic data.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec id="s2-1">
<title>VSP-GBM</title>
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<p>If we add Gaussian window into the seismic records <inline-formula id="inf17">
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</inline-formula> received from receivers, and use the emitted Gaussian beam from the window center to represent Green&#x2019;s function <inline-formula id="inf18">
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<label>(3)</label>
</disp-formula>where the one-dimensional (1D) Gaussian window function in the vertical well VSP has the properties shown in<disp-formula id="e4">
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</disp-formula>
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</inline-formula> is the slant stacking of seismic wave field in the Gaussian window which takes <inline-formula id="inf20">
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<mml:mrow>
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</inline-formula> as its center. It is expressed as<disp-formula id="e5">
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<mml:mn>2</mml:mn>
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<mml:mrow>
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<label>(5)</label>
</disp-formula>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Local plane wave decomposition.</p>
</caption>
<graphic xlink:href="feart-10-851206-g001.tif"/>
</fig>
<p>Here, we need to use the deconvolution imaging conditions in order to get the amplitude-preserving migration results in the shot domain:<disp-formula id="e6">
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</disp-formula>
</p>
<p>
<xref ref-type="disp-formula" rid="e7">Eq. 7</xref> is the 2D VSP amplitude-preserving Gaussian beam imaging formula in the shot domain.</p>
</sec>
<sec id="s2-2">
<title>Velocity Mirror</title>
<p>In order to solve the issue of first-order free-surface multiples migration, we convert VSP first-order free-surface multiples into primary reflections based on the idea of velocity mirror image. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the mirror point of the receiver point R is R&#x2019;. The path of first-order free-surface multiples (<inline-formula id="inf23">
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</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>). VSP-GBM is employed in first-order free-surface multiples, and thus, the beam center is located at the mirror point R&#x2019;. First, the seismic records are divided into a series of local regions. Then, the seismic records of local regions are decomposed into plane waves (amount to the beam) in different directions by using slant stacking. Finally, we map imaging the plane wave through the travel time and amplitude of rays (as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Ray path of VSP first-order free-surface multiples.</p>
</caption>
<graphic xlink:href="feart-10-851206-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Arrangement of the receivers in GBM for VSP free-surface multiples imaging. The red star indicates the source location, orange inverted triangles indicate the receivers in the velocity mirror image, the blue beam is emitted from the source, the green beam is emitted from the window center point, and the light green area is the region where the ray pairs coincide.</p>
</caption>
<graphic xlink:href="feart-10-851206-g003.tif"/>
</fig>
<p>The workflow of the VSP-GBM algorithm is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Workflow of GBM for VSP imaging.</p>
</caption>
<graphic xlink:href="feart-10-851206-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="s3">
<title>Numerical Example</title>
<p>This section employs the complex model to test the VSP-GBM in free-surface multiples.</p>
<p>
<xref ref-type="fig" rid="F5">Figure 5A</xref> is the complex model, which is composed of a 301 (in the <italic>x</italic> dimension) by 3,001 (in the <italic>z</italic> dimension) grid, with grid spacings 10.0&#xa0;m (in the <italic>x</italic> dimension) and 1.0&#xa0;m (in the <italic>z</italic> dimension), respectively. The well is vertical and locates at the position of (1500&#xa0;m, 0&#xa0;m), and the triangles represent part of the receivers. The dataset has 16 shots at intervals of 200&#xa0;m. The first shot locates at the position of (0&#xa0;m, 0&#xa0;m), and the stars represent part of the shot points. Each shot consists of 151 traces, and the receiver interval is 20.0&#xa0;m (as shown in <xref ref-type="fig" rid="F5">Figure 5B</xref>). It can be found from <xref ref-type="fig" rid="F5">Figures 5C,D</xref> that the VSP free-surface multiples effectively expand the lateral imaging range, especially in the shallow structure at the far offset. Therefore, it not only fully utilizes VSP free-surface multiples but also effectively compensates the deficiency of primaries imaging in the shallow structure at the far offset.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>VSP-GBM result of the complex model: <bold>(A)</bold> complex model, <bold>(B)</bold> shot record of the numerical example, <bold>(C)</bold> migration result of the primaries, and <bold>(D)</bold> combined migration result of the first-order free-surface multiples and the primaries.</p>
</caption>
<graphic xlink:href="feart-10-851206-g005.tif"/>
</fig>
</sec>
<sec id="s4">
<title>Practical Data Test</title>
<p>This section employs the practical data to test the effectiveness between primaries and first-order free-surface multiples in the VSP-GBM method.</p>
<p>The geological model is shown in <xref ref-type="fig" rid="F6">Figure 6A</xref> with a size of 10000&#xa0;m &#xd7; 6000&#xa0;m. The grid spacing is 10.0&#xa0;m in the <italic>x</italic> dimension and 10.0&#xa0;m in the <italic>z</italic> dimension. The well is not vertical, and the black curve indicates the receivers&#x2019; distribution range. The dataset has 110 shots, and the first shot locates at (1929&#xa0;m, 0&#xa0;m); note that the shot intervals are unequal and that the explosion signs are part of the shot points. The minimum offset is 130&#xa0;m, and the maximum offset is 3070&#xa0;m. The shot consists of 171 traces, and the receivers locate from 297 to 1967&#xa0;m in depth. Note that the receiver intervals are also unequal. The wave field is shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>. The method can effectively avoid the errors from wave field separation. <xref ref-type="fig" rid="F6">Figures 6C,D</xref> show the VSP-GBM results of primaries and first-order free-surface multiples. It can be seen that the VSP-GBM result of first-order free-surface multiples effectively compensates the imaging deficiency of VSP primaries in the shallow structure at the far offset. By comparing the VSP-GBM results shown in <xref ref-type="fig" rid="F6">Figures 6C,D</xref>, the feasibility and effectiveness of the proposed method are verified.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>VSP-GBM result of the practical data: <bold>(A)</bold> velocity model, <bold>(B)</bold> shot record, <bold>(C)</bold> migration result of the primaries, and <bold>(D)</bold> combined migration result of the first-order free-surface multiples and the primaries.</p>
</caption>
<graphic xlink:href="feart-10-851206-g006.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this paper, the ground GBM method is extended to VSP geometry, and the idea of velocity mirror image is applied to VSP-GBM. This method can directly image the primary reflection waves and first-order free-surface multiple waves of VSP without wave field separation and effectively use the multiples wave field information of VSP to improve the imaging accuracy of VSP. The results of the theoretical model and practical data show that the first-order free-surface multiples can expand the lateral imaging range of VSP-GBM and effectively compensate the imaging deficiency of VSP primaries in the shallow structure at the far offset.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>FY and DY contributed to conception and design of the study and wrote the first draft of the manuscript. BW provided practical data. YW and DH performed data analysis. BW, YW, and CZ wrote sections of the manuscript. All authors contributed to manuscript revision and read and approved the submitted version.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This research was funded by the Natural Science Basic Research Plan in the Shaanxi Province of China (No. 2021JQ-588).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of Interest</title>
<p>BW was employed by BGP Offshore of China National Petroleum Corporation. YW was employed by Docan Tech (Xi&#x2019;an) Co., Ltd. CZ was employed by Sinopec Northwest Oilfield Company.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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