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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">879345</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.879345</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Elastic-Wave Radiation, Scattering, and Reception of a Dipole Acoustic Logging-While-Drilling Source in Unconsolidated Formations</article-title>
<alt-title alt-title-type="left-running-head">Li et al.</alt-title>
<alt-title alt-title-type="right-running-head">Borehole Detection by Acoustic LWD</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1687147/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qi</surname>
<given-names>Qiaomu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<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/1582636/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hei</surname>
<given-names>Chuang</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Can</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xing-Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation</institution>, <institution>Chengdu University of Technology</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Geophysics</institution>, <institution>Chengdu University of Technology</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Electronics and Information College</institution>, <institution>Yangtze University</institution>, <addr-line>Jingzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Institute of Acoustics</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Beijing</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/1234578/overview">Lidong Dai</ext-link>, Institute of geochemistry (CAS), 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/1688100/overview">Zhenguan Wu</ext-link>, Southwest Petroleum University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1688469/overview">Tianyang Li</ext-link>, Chongqing University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Qiaomu Qi, <email>qiaomu_qi@163.com</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>29</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>879345</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Li, Qi, Hei, Jiang and Wang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Li, Qi, Hei, Jiang and Wang</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>Single-well acoustic imaging in logging-while-drilling (LWD) has important application potential in evaluating cluster-well drilling safety as it can be applied to the real-time detection of an existing cased borehole from a new well during drilling. Forward modelling can help us understand the mechanism of elastic-wave radiation, scattering and reception. In this work, we investigate the characteristics of acoustic wavefields associated with LWD in an unconsolidated formation. We use the time-domain finite difference (FDTD) method to simulate the wavefields corresponding to a ring dipole source. The modeling results reveal the existence of a new Mach wave apart from the conventional P- and S-waves. The Mach waves are secondary waves resulting from the constructive interference of the collar waves. Such wave is often overlooked in the previous studies of single-well acoustic imaging in LWD. We found that not only P- and S-waves but also the Mach waves could be scattered by the nearby cased borehole and propagate back to the original borehole. The simulations indicate that both the scattered P-waves and the scattered Mach S-waves exhibit strong amplitudes. This study provides a theoretical foundation for the borehole detection by LWD single-well acoustic imaging technique in unconsolidated formations.</p>
</abstract>
<kwd-group>
<kwd>single-well acoustic imaging</kwd>
<kwd>LWD</kwd>
<kwd>mach waves</kwd>
<kwd>nearby borehole detection</kwd>
<kwd>unconsolidated formation</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Single-well acoustic imaging has achieved rapid development in the last decades. Based on the elastic waves reflected or scattered back to the borehole, the technique could provide geological structures information located at tens of meters away from the borehole and plays an important role in oil and gas exploration process (<xref ref-type="bibr" rid="B7">Hornby, 1989</xref>; <xref ref-type="bibr" rid="B17">Tang, 2004</xref>; <xref ref-type="bibr" rid="B4">Haldorsen et al., 2006</xref>; <xref ref-type="bibr" rid="B14">Tang and Patterson, 2009</xref>; <xref ref-type="bibr" rid="B6">Hirabayashi et al., 2017</xref>; <xref ref-type="bibr" rid="B5">Hirabayashi, 2020</xref>). To verify the effectiveness of single-well acoustic imaging and provide a method for testing downhole acoustic imaging tools, <xref ref-type="bibr" rid="B15">Tang et al. (2016)</xref> conducted physical experiments with two test boreholes drilled with a distance of 10&#xa0;m. The target hole can be well imaged from the measurement hole despite the size of the borehole is much smaller than the wavelength. Their pioneering work proved that the single-well acoustic imaging could be used for the detection of nearby boreholes, which is of great significance for drilling safety evaluation in densely drilled fields.</p>
<p>In recent years, cluster-well drilling has been widely adopted especially in offshore exploration and development because the procedure can significantly reduce the drilling costs. The formations in shallow-water marine environments is usually very soft and unconsolidated. The borehole source radiation and propagation in such formations are quite different from in the consolidated fast formations. <xref ref-type="bibr" rid="B3">Gu et al. (2021)</xref> studied the elastic-wave radiation from a dipole source in an open borehole and its scattering occurs at a nearby cased borehole for an unconsolidated formation. The results show that compared to SH-waves, P-waves are more advantageous for the borehole detection in unconsolidated formations. Compared to the conventional wireline logging, logging-while-drilling (LWD) can provide real-time formation parameters, it is useful to apply single-well acoustic imaging among other LWD acquisitions. A number of theoretical and practical studies on single-well acoustic imaging in LWD have been done in the past few years. <xref ref-type="bibr" rid="B18">Tang et al. (2007)</xref> achieved the first imaging of the formation interface using the LWD monopole waveform data. <xref ref-type="bibr" rid="B1">Cao et al. (2016)</xref>, <xref ref-type="bibr" rid="B19">Wei et al. (2019)</xref> studied the radiation and reflection of the P- and S-waves with an LWD dipole source. <xref ref-type="bibr" rid="B20">Yang et al. (2019)</xref> simulated the acoustic fields excited by linear phased array acoustic transmitters to realize azimuth identification. <xref ref-type="bibr" rid="B12">Pan et al. (2020)</xref> investigated the wave reflection and scattering in a borehole with finite depth based on numerical simulation. Up to now, the radiation and scattering of a dipole source in unconsolidated slow formations has not yet been investigated. Meanwhile, the previous studies only focus on the P- and S-waves radiated directly from the source. <xref ref-type="bibr" rid="B11">Meredith et al. (1993)</xref> pointed out that the Mach waves will generate when the tube-wave velocity is greater than the formation S-wave velocity. In the context of LWD acquisition, as a result of the good coupling between the drill collar and transmitters, strong collar waves will form. The collar-wave velocity is usually greater than the formation S-wave velocity, sometimes even greater than the formation P-wave velocity. Hence, Mach waves will exist in most acoustic measurements in LWD and its radiation from the borehole and scattering outside the borehole have not been fully understood.</p>
<p>Understanding the elastic-wave radiation, scattering and reception characteristics in an LWD environment for an unconsolidated formation can help us evaluate the performance of different types of waves for single-well acoustic imaging. In this paper, we first simulate the acoustic fields in an unconsolidated formation excited by a ring dipole LWD source and analyze the characteristics of the radiation of the P-, S- and Mach waves. Then, we model the scattering of the radiated waves occurred at a nearby cased borehole. Lastly, we analyze the received signal of the scattering waves from the cased borehole. We compare the arrival times and amplitudes between different types of scattered waves received in the measurement borehole. The synthetic study provides a theoretical foundation for the borehole detection by LWD single-well acoustic imaging technique, which is meaningful for the evaluation of cluster-well drilling safety in shallow-water marine environments.</p>
</sec>
<sec id="s2">
<title>Dipole LWD Model and Validation of Simulation Results</title>
<p>The schematic of the LWD model with a dipole source is illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>. The drill collar is centered and occupies most of the space of the borehole. The borehole is surrounded by an unconsolidated formation with low P- and S-wave velocities. A ring dipole source is placed on the surface of the drill collar as shown in <xref ref-type="fig" rid="F1">Figures 1A,B</xref>. The dipole source is composed of two half circular sources which can generate radial forces with same amplitudes but opposite phases. The polarization direction of the dipole source is in <italic>x</italic>-direction (see <xref ref-type="fig" rid="F1">Figure 1B</xref>). The receiver array including four sub-arrays is also on the surface of the collar as shown in <xref ref-type="fig" rid="F1">Figures 1A,C</xref>. The interval between two adjacent receivers is 0.15&#xa0;m. The minimum offset, i.e., the distance between the source and first receiver, is 3.0&#xa0;m. The outer radius of the inner fluid, drill collar and outer fluid is <italic>r</italic>
<sub>
<italic>in</italic>
</sub> &#x3d; 0.035m, <italic>r</italic>
<sub>
<italic>out</italic>
</sub> &#x3d; 0.14&#xa0;m and <italic>r</italic>
<sub>
<italic>b</italic>
</sub> &#x3d; 0.205m, respectively. The outer radius of the formation is infinite. The parameters of the borehole fluid, drill collar and formation used in the elastic modeling are shown in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<bold>(A)</bold> Schematic diagram of the LWD model with a ring dipole source; <bold>(B)</bold> Configuration of the ring dipole source in LWD; <bold>(C)</bold> Configuration of the receiver array in LWD.</p>
</caption>
<graphic xlink:href="feart-10-879345-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Model parameters of the LWD.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">P-Velocity (m/s)</th>
<th align="center">S-Velocity (m/s)</th>
<th align="center">Density (kg/m<sup>3</sup>)</th>
<th align="center">Outer Radius (m)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Inner fluid</td>
<td align="char" char=".">1,500</td>
<td align="center">--</td>
<td align="char" char=".">1,000</td>
<td align="center">0.035</td>
</tr>
<tr>
<td align="left">Drill collar</td>
<td align="char" char=".">5,860</td>
<td align="char" char=".">3,130</td>
<td align="char" char=".">7,850</td>
<td align="center">0.14</td>
</tr>
<tr>
<td align="left">Outer fluid</td>
<td align="char" char=".">1,500</td>
<td align="center">--</td>
<td align="char" char=".">1,000</td>
<td align="center">0.205</td>
</tr>
<tr>
<td align="left">Formation</td>
<td align="char" char=".">1800</td>
<td align="char" char=".">460</td>
<td align="char" char=".">2000</td>
<td align="center">&#x221e;</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Numerical simulation is widely used in the theoretical study of the acoustic logging (Li et al., 2020). In this study, the three-dimensional finite-difference method in time-domain (FDTD) is used in the simulation of the elastic wave propagation (<xref ref-type="bibr" rid="B2">Cheng et al., 1995</xref>). The perfectly matched layer (PML) is usually used for removing the artificial wave reflection caused by the truncation of the computational zone in the numerical simulation of both electromagnetics and elastodynamics (<xref ref-type="bibr" rid="B10">Liu and Sinha, 2003</xref>; <xref ref-type="bibr" rid="B21">Zhang et al., 2019</xref>). We use the complex frequency-shifted perfectly matched layer (CFS-PML) method (<xref ref-type="bibr" rid="B22">Zhang and Shen, 2010</xref>) to remove the artificial reflection which is caused by the truncation of the computational domain. The source function is the standard Ricker source with 3&#xa0;kHz center frequency which is the typical frequency used in real dipole acoustic logging. In the modeling, the grid size in FDTD is 5&#xa0;mm and the thickness of the CFS-PML is 30 grid cells. To validate the accuracy of the modeling results, we compare the synthetic waveforms modeled by FDTD and real-axis integration (RAI) methods (<xref ref-type="bibr" rid="B16">Tang and Cheng, 2004</xref>). The waveforms recorded here are fluid displacements which are taken as the difference between the positions of A and B in the subarrays (see <xref ref-type="fig" rid="F1">Figure 1C</xref>) (<xref ref-type="bibr" rid="B16">Tang and Cheng, 2004</xref>). As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the modeling result of FDTD (black solid lines) agrees well with the modeling result of RAI (red dot lines). Strong collar waves and leaky-P waves can be observed. The leaky-P wave is a wave mode which is dispersive and attenuative. It travels along the borehole and radiates energy into the formation. Differently, the P- and S-wave radiated from the source directly are both body waves traveling in the formation. The Mach wave is secondary wave caused by constructive interference of the radiated collar wave.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison between the modeling results of the numerical FDTD (black solid line) and semi-analytical RAI (red dot line) methods.</p>
</caption>
<graphic xlink:href="feart-10-879345-g002.tif"/>
</fig>
</sec>
<sec id="s3">
<title>Radiation From a Ring Dipole Source in LWD</title>
<p>To investigate the radiation characteristics of the ring dipole source, we first simulated the elastic wave propagation in a homogeneous unconsolidated formation in the context of LWD acquisition. The computational domain is from &#x2212;0.5 to 5.1&#xa0;m in all <italic>x-</italic>, <italic>y-</italic> and <italic>z-</italic>directions. The center of the ring dipole source is at the origin of the coordinate. The geometry and parameters for elastic modeling are given in <xref ref-type="table" rid="T1">Table 1</xref>. As the velocity-stress staggered gird is used in the FDTD simulation, the vibration velocity can be used to represent the radiation characteristics. The total vibration velocity can be calculated based on the velocity component, i.e., <italic>v</italic>
<sub>
<italic>x</italic>
</sub>, <italic>v</italic>
<sub>
<italic>y</italic>
</sub> and <italic>v</italic>
<sub>
<italic>z</italic>
</sub> in a Cartesian coordinate system.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the snapshot of total vibration velocity in the <italic>xoy</italic>-plane at 3.1483&#xa0;ms. The wave propagation pattern in the horizontal plane in LWD context is similar to the results associated with an open borehole. The snapshot reveals the propagation P- and SH-waves which have different dominant radiation directions (<xref ref-type="bibr" rid="B13">Tang et al., 2014</xref>). The amplitude of the P-wave in <italic>x</italic>-direction is larger than that of the S-wave. The snapshots of the total vibration velocity in the vertical planes are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. Apart from the P- and S-waves radiated from the source directly, there also exists secondary P- and S-waves, which are closely related to the collar waves. These secondary waves are commonly known as Mach waves. As the transmitter is well coupled to the drill collar, strong collar waves are produced. The collar waves will radiate into the formation and form secondary waves. <xref ref-type="fig" rid="F5">Figure 5A</xref> shows the phase velocity dispersion curves of collar waves (blue line), leaky-P waves (red) and formation flexural-waves (black) (<xref ref-type="bibr" rid="B23">Zheng and Hu, 2017</xref>). The propagation velocity of the collar waves is faster than the P- and S-waves in most frequency range. The collar waves will interfere constructively and this leads to the formation of the secondary Mach waves as shown in <xref ref-type="fig" rid="F5">Figure 5B</xref> (<xref ref-type="bibr" rid="B11">Meredith et al., 1993</xref>). To distinguish the two secondary waves propagating at different velocities, here we name them as Mach P-wave and Mach S-wave, respectively. The sine of the propagation angle of Mach wave, which is the angle between the borehole axis and the wavefront of the Mach waves, is equal to the ratio of P-/S-wave velocity to collar-wave velocity. As the collar-wave is dispersive (see blue line in <xref ref-type="fig" rid="F5">Figure 5A</xref>), the Mach wave also behaves as dispersive wave. The width of the wave package will increase as the collar wave propagates in <italic>z</italic>-direction. Interestingly, as the collar waves excited by a dipole source are directional, the corresponding Mach waves radiated into the formation by collar waves are also directional. <xref ref-type="fig" rid="F4">Figures 4A,C</xref> show the snapshots in <italic>xoz</italic>-plane, while <xref ref-type="fig" rid="F4">Figures 4B,D</xref> show the snapshot in <italic>yoz</italic>-plane. Apparently, the amplitudes of Mach waves are different in different directions.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The snapshot of the total vibration velocity field in <italic>xoy</italic>-plane at 3.1483&#xa0;ms</p>
</caption>
<graphic xlink:href="feart-10-879345-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The snapshots of the total vibration velocity fields in <bold>(A)</bold> <italic>xoz</italic>-plane at 2.1796&#xa0;ms, <bold>(B)</bold> <italic>yoz</italic>-plane at 2.1796&#xa0;ms, <bold>(C)</bold> <italic>xoz</italic>-plane at 3.1483&#xa0;ms and <bold>(D)</bold> <italic>yoz</italic>-plane at 3.1483&#xa0;ms.</p>
</caption>
<graphic xlink:href="feart-10-879345-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>
<bold>(A)</bold> The phase velocity dispersion curves of the inner borehole wave modes; <bold>(B)</bold> Schematic diagram of the generation of the Mach P-wave and Mach S-wave.</p>
</caption>
<graphic xlink:href="feart-10-879345-g005.tif"/>
</fig>
<p>To further investigate the radiation characteristics, we recorded the transient waveforms on three circles representing three orthogonal directions as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. The centers of these circles are at the origin. The radiuses R of these circles are all 5.0&#xa0;m. The red, blue and green circles are in <italic>xoy</italic>-, <italic>xoz</italic>-, and <italic>yoz</italic>-plane respectively. The small black spheres represent the receivers on the circles. The vibration velocities <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3b8;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in spherical coordinate were derived from <italic>v</italic>
<sub>
<italic>x</italic>
</sub>, <italic>v</italic>
<sub>
<italic>y</italic>
</sub> and <italic>v</italic>
<sub>
<italic>z</italic>
</sub> by coordinate transformation. According to the polarization direction of these waves, the <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3b8;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in Spherical coordinate correspond to P-, SV- and SH-waves, respectively. <xref ref-type="fig" rid="F7">Figure 7</xref> shows the <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (P-wave) and <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> components (SH-wave) received on the red circle. The <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3b8;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component is not shown here due to the fact that SV-wave is always zero in the <italic>xoy</italic>-plane. The vertical axis is the azimuth <inline-formula id="inf10">
<mml:math id="m10">
<mml:mi>&#x3c6;</mml:mi>
</mml:math>
</inline-formula> and the abscissa is time. Both P- and SH-waves consist of one wave packet. The arrival times of waves in different azimuths are the same because their propagation distances are equal. The radiation patterns of the P- and SH-waves can be obtained by plotting the maximum absolute values of the vibration velocities in the Polar coordinates. The amplitudes are normalized by the amplitude of SH-waves at <inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:mi>&#x3c6;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mn>90</mml:mn>
</mml:mrow>
<mml:mo>&#xb0;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. As shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, both the P- and SH-waves are directional, and the maximum amplitudes of the P- and SH-waves are comparable in the horizontal plane.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The Schematic diagram of the dipole source radiation patterns in LWD environment.</p>
</caption>
<graphic xlink:href="feart-10-879345-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The waveforms of <bold>(A)</bold> P-wave and <bold>(B)</bold> SH-wave received on the red circle (see <xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
</caption>
<graphic xlink:href="feart-10-879345-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>The P-wave (black) and SH-wave (red) radiation patterns in the horizontal plane of a ring dipole source in LWD.</p>
</caption>
<graphic xlink:href="feart-10-879345-g008.tif"/>
</fig>
<p>For the waves radiated from the borehole in the vertical planes, the wavefields are more complicated. As we discussed earlier, apart from the P- and S-waves radiated from the source directly, the Mach waves, which are secondary waves, play an important part in the wavefields. As shown in <xref ref-type="fig" rid="F9">Figure 9A</xref>, the propagation paths of the Mach waves are different from the P- and S-waves. For the receivers in the vertical planes, the travel-path of the Mach waves is composed of two parts. The collar wave first travels along the drill collar with a much higher speed and then it radiates into the formation with the velocity of P-/S-wave of the formation (see red dot lines in <xref ref-type="fig" rid="F9">Figure 9A</xref>). However, for the P- and S-waves radiated directly from the source, the propagation distances from the source to the receivers on the blue and green circle are all the same (blue solid lines in <xref ref-type="fig" rid="F9">Figure 9A</xref>). As shown in <xref ref-type="fig" rid="F9">Figures 9B&#x2013;D</xref>, the arrival times of the P- or S-waves at different <italic>&#x3b8;</italic> on the vertical circles are equal. This is the same with the results in <italic>xoy</italic>-plane. On the other hand, as shown in <xref ref-type="fig" rid="F9">Figures 9B&#x2013;D</xref> the arrival times of Mach waves changes with the angle <italic>&#x3b8;</italic> because their propagation paths are different for different receivers. <xref ref-type="fig" rid="F9">Figures 9B,D</xref> show the <inline-formula id="inf12">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3b8;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component in the <italic>xoz</italic>-plane respectively. <xref ref-type="fig" rid="F9">Figure 9C</xref> shows the <inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component in the <italic>yoz</italic>-plane. As shown in <xref ref-type="fig" rid="F6">Figure 6</xref>, when <inline-formula id="inf15">
<mml:math id="m15">
<mml:mi>&#x3b8;</mml:mi>
</mml:math>
</inline-formula> is small, the receivers are very close to the drill collar. In this case, the amplitudes of the waves close to the onset of P-waves are heavily influenced by the collar waves. These waves mainly propagate along the borehole and are not made used of for the detection of structures outside the borehole. The modeling results in <xref ref-type="fig" rid="F9">Figures 9B&#x2013;D</xref> show that the P-waves have much higher amplitudes than the S-waves, which is similar to the case of wireline logging in an open borehole in unconsolidated formations (<xref ref-type="bibr" rid="B3">Gu et al., 2021</xref>). However, the existence of the drill collar results in the generation of the Mach S-waves with high amplitudes. The Mach S-waves also exist in both <italic>x</italic>- and <italic>y</italic>-directions. Compared to the Mach S-waves, the influence of the Mach P-waves is relatively weak.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>
<bold>(A)</bold> The propagation paths of Mach waves (red dot lines) and P-, S-waves radiated from the source directly (blue solid lines). <bold>(B)</bold> The <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>r</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component received on blue circle (see <xref ref-type="fig" rid="F6">Figure 6</xref>). <bold>(C)</bold> The <inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3c6;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component received on green circle (see <xref ref-type="fig" rid="F6">Figure 6</xref>). <bold>(D)</bold> The <inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>&#x3b8;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> component received on blue circle (see <xref ref-type="fig" rid="F6">Figure 6</xref>). The black, red, blue and magenta lines in <bold>(B)</bold>,<bold>(C)</bold> and <bold>(D)</bold> denote the theoretical arrival times of P-, S-, Mach P- and Mach S-waves, respectively.</p>
</caption>
<graphic xlink:href="feart-10-879345-g009.tif"/>
</fig>
</sec>
<sec id="s4">
<title>Nearby Cased Borehole Scattering and Reception in LWD Acquisition</title>
<p>To investigate the wave scattering by a nearby cased borehole, we build a dual-borehole model to simulate the nearby borehole detection during the LWD acquisition. <xref ref-type="fig" rid="F10">Figure 10</xref> shows the physical model for nearby borehole detection with a ring dipole source in an LWD measurement. The axes of the two boreholes are parallel to each other with a distance of D. The nearby cased borehole is assumed to be well cemented. The geometry and physical parameters of the nearby borehole are listed in <xref ref-type="table" rid="T2">Table 2</xref>. The parameters of the measurement borehole and drill collar are the same with the previous example (see <xref ref-type="table" rid="T1">Table 1</xref>). The black and red lines denote the propagation paths of P-(S-) waves and Mach waves respectively. The propagation paths of Mach waves are also composed of two parts, which is similar to the case shown in <xref ref-type="fig" rid="F9">Figure 9A</xref>.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Schematic of the detection of a nearby cased borehole with a ring dipole source in LWD. The red and black lines represent the propagation paths of Mach waves and P-(S-) waves, respectively.</p>
</caption>
<graphic xlink:href="feart-10-879345-g010.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Model parameters of the nearby cased borehole.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">P-Velocity (m/s)</th>
<th align="center">S-Velocity (m/s)</th>
<th align="center">Density (kg/m<sup>3</sup>)</th>
<th align="center">Outer Radius (m)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Fluid</td>
<td align="char" char=".">1,500</td>
<td align="center">--</td>
<td align="char" char=".">1,000</td>
<td align="char" char=".">0.16</td>
</tr>
<tr>
<td align="left">Casing</td>
<td align="char" char=".">6,098</td>
<td align="char" char=".">3,354</td>
<td align="char" char=".">7,500</td>
<td align="char" char=".">0.17</td>
</tr>
<tr>
<td align="left">Cement</td>
<td align="char" char=".">2,823</td>
<td align="char" char=".">1729</td>
<td align="char" char=".">1920</td>
<td align="char" char=".">0.22</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The fluid displacements received in the measurement borehole are plotted in <xref ref-type="fig" rid="F11">Figure 11</xref>. To clearly show the scattered waves from the target cased borehole, we have removed the direct waves propagating along the drill collar and the measurement borehole (see <xref ref-type="fig" rid="F2">Figure 2</xref>). The black, red and magenta lines represent the theoretical arrival times of P-, S- and Mach S-waves respectively. The arrival times of Mach P-waves are not shown because the Mach P-waves cannot be received in the receivers according to the ray theory. <xref ref-type="fig" rid="F11">Figures 11A,C</xref> are the modeling results when the plane of the two boreholes is parallel to the <italic>x</italic>-direction. <xref ref-type="fig" rid="F11">Figures 11B,D</xref> are the modeling results when the plane of the two boreholes is parallel to the <italic>y</italic>-direction. Note that the polarization of the dipole source is in <italic>x</italic>-direction, the characteristics of the received waveforms will depend on the position of the nearby target borehole.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Pure scattered waves from the nearby cased borehole at different distances and directions. <bold>(A)</bold> and <bold>(B)</bold>, <bold>(C)</bold> and <bold>(D)</bold> show the results when <bold>(D)</bold> is equal to 3&#xa0;m and 8&#xa0;m, respectively. The axis of target borehole is in the <italic>xoz</italic>-plane for <bold>(A)</bold> and <bold>(C)</bold>. The axis of target borehole is in the <italic>yoz</italic>-plane for <bold>(B)</bold> and <bold>(D)</bold>. The black, red and magenta lines represent the theoretical arrival times of the scattered P-wave, S-wave, Mach S-wave respectively.</p>
</caption>
<graphic xlink:href="feart-10-879345-g011.tif"/>
</fig>
<p>When the target borehole is very close to the measurement borehole, for example D &#x3d; 3&#xa0;m as shown in <xref ref-type="fig" rid="F11">Figures 11A,B</xref>, we can distinguish the Mach S-waves and the S-waves based on their arrivals. The scattered P- and Mach S-waves are much stronger than the scattered S-waves. Besides, remarkable converted waves occur when the target borehole is located on the <italic>x</italic>-direction (see blue dot outline box in <xref ref-type="fig" rid="F11">Figure 11A</xref>). We plot the maximum absolute values of different types of scattered waves in <xref ref-type="fig" rid="F13">Figure 13A</xref>. As shown in <xref ref-type="fig" rid="F11">Figures 11A,B</xref>, the S-S wave marked in <xref ref-type="fig" rid="F13">Figure 13A</xref> is dominated by the scattered Mach S-waves. <xref ref-type="fig" rid="F13">Figure 13A</xref> shows that the amplitudes of the scattered P-waves and converted waves change evidently with the offset. The scattered Mach S-waves have more stable and larger amplitudes when the orientation of the target borehole is perpendicular to the source polarization direction. The amplitudes of scattered Mach S-waves become smaller when the source polarization direction is parallel to the plane of the measurement and target boreholes. Therefore, the scattered Mach S-wave should be used for imaging the nearby boreholes as its stable, strong amplitudes and good orientation sensitivity. With increasing distance between the measurement and target boreholes, as waveforms shown in <xref ref-type="fig" rid="F11">Figures 11C,D</xref> and normalized amplitudes shown <xref ref-type="fig" rid="F13">Figure 13B</xref>, the relative amplitudes of different types of waves change markedly. The scattered waves become less sensitive to the offset and meanwhile, the amplitude of the converted wave shows apparent decrease compared with the results when D &#x3d; 3&#xa0;m. The scattered P-wave possess the maximal amplitude. As the arrival times of the scattered S-wave and scattered Mach S-wave are similar (see <xref ref-type="fig" rid="F11">Figures 11C,D</xref>) when D &#x3d; 8&#xa0;m, we could not distinguish their amplitudes based on arrivals. As the scattered S-wave and the scattered Mach S-wave are mixed together in the waveform, we just call them scattered S-wave without distinction here. To identify the amplitudes of scattered S-wave caused by S-wave and Mach S-wave respectively, we build a new borehole detection model shown in <xref ref-type="fig" rid="F12">Figure 12A</xref>. Part of the drill collar between the source and receiver array is removed to destroy the constructive interference of the collar wave. As the Mach S-wave is not excited, the influence on the scattered S-wave caused by the Mach S-wave is eliminated. The modeling result is shown in <xref ref-type="fig" rid="F12">Figure 12B</xref> when the source orientation is perpendicular to the target borehole orientation. Comparing with scattered S-wave under the influence of the Mach S-wave (see <xref ref-type="fig" rid="F11">Figure 11D</xref>), the amplitudes of the scattered S-wave caused by pure S-wave is smaller. That means the existence of Mach S-wave will enhance the scattered S-wave in this case. The scattered S-waves when the source polarization is perpendicular to the orientation of the target borehole still exhibit strong amplitude which is about 80% of the scattered P-wave. Hence, the scattered P-wave is the best choice for single-well acoustic imaging in LWD with an unconsolidated formation when the distance between the measurement and target boreholes.</p>
<fig id="F12" position="float">
<label>FIGURE 12</label>
<caption>
<p>
<bold>(A)</bold> Schematic of the borehole detection model without motivating the Mach wave. <bold>(B)</bold> Pure scattered waves from the nearby cased borehole at the distance of 8&#xa0;m when the target borehole orientation is perpendicular to the source orientation. The influence on the scattered waves caused by the Mach wave is avoided by removing part of the drill collar as shown in <bold>(A)</bold>.</p>
</caption>
<graphic xlink:href="feart-10-879345-g012.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussions</title>
<p>In the application of borehole detection, the measurement and target boreholes can often be close to each other, especially when drilling toward the existing borehole in the case of drilling a relief well. As we shown in this work, the characteristics of the scattered waves change significantly when the distance between the measurement and target boreholes varies. This is due to the presence of the Mach S-waves. When the distance between two boreholes is large enough, we can simply use the scattered P-waves for imaging the trajectory of the nearby boreholes (see <xref ref-type="fig" rid="F11">Figures 11C,D</xref>, <xref ref-type="fig" rid="F13">Figure 13B</xref>). Because the arrival time of the scattered S-wave is late, it usually could not be recorded in LWD logging tools and thus, will not influence the imaging results. For the case with a close distance between the two boreholes, as shown in <xref ref-type="fig" rid="F11">Figures 11A,B</xref>, <xref ref-type="fig" rid="F13">Figure 13A</xref>, the scattered Mach S-waves exhibit stable and strong amplitudes when the orientation of the target borehole is perpendicular to the source polarization direction. Although the amplitudes of scattered P-waves and converted waves change markedly, they also have strong amplitudes at certain offsets. Application of the different types of scattered waves indiscriminately can lead to erroneous borehole trajectories in the imaging results. Hence, pure scattered Mach S-waves should be extracted before imaging for the case of boreholes with close distance. On the other hand, different types of scattered waves bring different information of the target borehole, so these waves can be jointly analyzed for LWD single well imaging for obtaining better imaging results.</p>
<fig id="F13" position="float">
<label>FIGURE 13</label>
<caption>
<p>The normalized amplitudes of different types of scattered waves received in the borehole. <bold>(A)</bold> and <bold>(B)</bold> show the amplitudes for the model when the distance between the measurement and target boreholes is 3&#xa0;m and 8&#xa0;m, respectively.</p>
</caption>
<graphic xlink:href="feart-10-879345-g013.tif"/>
</fig>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>When the drill collar and transmitters are well coupled, strong collar waves can be generated. Such wave will first propagate along the drill collar and meanwhile, part of the collar wave energy will radiate into the formation. Because the collar wave velocity is much faster than the velocity of the unconsolidated formation, the radiated collar waves will interfere constructively in the formation and form secondary waves which is known as Mach waves. Apart from the P- and S-waves radiated from the source directly, the Mach wave also plays an important role in the outer borehole wavefields. The existence of a nearby cased borehole will generate significant scattered waves in the measurement borehole during LWD acquisition. The presence of Mach S-wave results in different characteristics of the scattered waves with different distances between the measurement and target boreholes. When the target borehole is close to the measurement borehole, the amplitudes of scattered P-waves and converted waves show apparent variation with the source-receiver offset. The scattered Mach S-wave should be used for imaging as its stable, strong amplitudes and good orientation sensitivity. With increasing distance between the two boreholes, the scattered waves become less sensitive to the offset. The scattered P-wave possess the largest amplitude, which is most ideal for subsequent imaging purpose. This study provides a theoretical foundation for the borehole detection in LWD by single-well acoustic imaging in unconsolidated formations.</p>
</sec>
</body>
<back>
<sec id="s7">
<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="s8">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for submission.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work is supported by the National Natural Science Foundation of China (Grant nos. 42104132, 41904113; 42074163). This work is also supported by Sichuan International Science and Technology Innovation Cooperation Program (Grant No: 2021YFH0050).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of Interest</title>
<p>The 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="s11">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cao</surname>
<given-names>J. J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X. M.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Y. D.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z. T.</given-names>
</name>
<name>
<surname>Zhuang</surname>
<given-names>C. X.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Radiation Characteristics of the Single-Well Imaging Field in While-Drilling Logging Using an Acoustic Dipole Source</article-title>. <source>Chin. J. Geophys.</source> <volume>59</volume>, <fpage>3503</fpage>&#x2013;<lpage>3513</lpage>. <pub-id pub-id-type="doi">10.6038/cjg20160932</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>C. H.</given-names>
</name>
<name>
<surname>Toks&#xf6;z</surname>
<given-names>M. N.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>Borehole Wave Propagation in Three Dimensions</article-title>. <source>The J. Acoust. Soc. America</source> <volume>97</volume>, <fpage>3483</fpage>&#x2013;<lpage>3493</lpage>. <pub-id pub-id-type="doi">10.1121/1.412996</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname>
<given-names>X.-H.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X.-M.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Y.-D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Delineating a Cased Borehole in Unconsolidated Formations Using Dipole Acoustic Data from a Nearby Well</article-title>. <source>Geophysics</source> <volume>86</volume>, <fpage>D139</fpage>&#x2013;<lpage>D147</lpage>. <pub-id pub-id-type="doi">10.1190/GEO2020-0570.1</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Haldorsen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Voskamp</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Thorsen</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Vissapragada</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Williams</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fejerskov</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2006</year>). <source>Borehole Acoustic Reflection Survey for High Resolution Imaging</source>. <publisher-loc>New Orleans, LA</publisher-loc>: <publisher-name>Society of Exploration Geophysicists</publisher-name>, <fpage>314</fpage>&#x2013;<lpage>318</lpage>. </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hirabayashi</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Beamform Processing for Sonic Imaging Using Monopole and Dipole Sources</article-title>. <source>Geophysics</source> <volume>86</volume>, <fpage>D1</fpage>&#x2013;<lpage>D14</lpage>. <pub-id pub-id-type="doi">10.1190/geo2020-0235.1</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hirabayashi</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Sakiyama</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Ikegami</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Characteristics of Waveforms Recorded by Azimuthally Spaced Hydrophones of Sonic Logging Tool for Incident Plane Waves</article-title>. <source>Geophysics</source> <volume>82</volume>, <fpage>D353</fpage>&#x2013;<lpage>D368</lpage>. <pub-id pub-id-type="doi">10.1190/geo2017-0201.1</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hornby</surname>
<given-names>B. E.</given-names>
</name>
</person-group> (<year>1989</year>). <article-title>Imaging of Near&#x2010;borehole Structure Using Full&#x2010;waveform Sonic Data</article-title>. <source>Geophysics</source> <volume>54</volume>, <fpage>747</fpage>&#x2013;<lpage>757</lpage>. <pub-id pub-id-type="doi">10.1190/1.1442702</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2020a</year>). <article-title>Pore Type Identification in Carbonate Rocks Using Convolutional Neural Network Based on Acoustic Logging Data</article-title>. <source>Neural Comput. Applic</source> <volume>33</volume>, <fpage>4151</fpage>&#x2013;<lpage>4163</lpage>. <pub-id pub-id-type="doi">10.1007/s00521-020-05246-2</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yu</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020b</year>). <article-title>Numerical Study of Pore Structure Effects on Acoustic Logging Data in the Borehole Environment</article-title>. <source>Fractals</source> <volume>28</volume>, <fpage>2050049</fpage>. <pub-id pub-id-type="doi">10.1142/S0218348X20500498</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Q. H.</given-names>
</name>
<name>
<surname>Sinha</surname>
<given-names>B. K.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>A 3D Cylindrical PML/FDTD Method for Elastic Waves in Fluid&#x2010;filled Pressurized Boreholes in Triaxially Stressed Formations</article-title>. <source>Geophysics</source> <volume>68</volume>, <fpage>1731</fpage>&#x2013;<lpage>1743</lpage>. <pub-id pub-id-type="doi">10.1190/1.1620646</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Meredith</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Toksoz</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>C. H.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Secondary Shear Waves from Source Boreholes1</article-title>. <source>Geophys. Prospect.</source> <volume>41</volume>, <fpage>287</fpage>&#x2013;<lpage>312</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2478.1993.tb00571.x</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>He</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Reflection Signals and Wellbore Scattering Waves in Acoustic Logging while Drilling</article-title>. <source>J. Geophys. Eng.</source> <volume>17</volume>, <fpage>552</fpage>&#x2013;<lpage>561</lpage>. <pub-id pub-id-type="doi">10.1093/jge/gxaa014</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X.-M.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>J.-j.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>Z.-t.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Shear-wave Radiation, Reception, and Reciprocity of a Borehole Dipole Source: With Application to Modeling of Shear-Wave Reflection Survey</article-title>. <source>Geophysics</source> <volume>79</volume>, <fpage>T43</fpage>&#x2013;<lpage>T50</lpage>. <pub-id pub-id-type="doi">10.1190/geo2013-0096.1</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X.-M.</given-names>
</name>
<name>
<surname>Patterson</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Single-well S-Wave Imaging Using Multicomponent Dipole Acoustic-Log Data</article-title>. <source>Geophysics</source> <volume>74</volume>, <fpage>WCA211</fpage>&#x2013;<lpage>WCA223</lpage>. <pub-id pub-id-type="doi">10.1190/1.3227150</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Detecting a Fluid-Filled Borehole Using Elastic Waves from a Remote Borehole</article-title>. <source>J. Acoust. Soc. America</source> <volume>140</volume>, <fpage>EL211</fpage>&#x2013;<lpage>EL217</lpage>. <pub-id pub-id-type="doi">10.1121/1.4960143</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X. M.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>C. H.</given-names>
</name>
</person-group> (<year>2004</year>). <source>Quantitative Borehole Acoustic Methods</source>. <publisher-loc>Amsterdam</publisher-loc>: <publisher-name>Elsevier Science Publishing</publisher-name>. </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X. M.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Imaging Near&#x2010;borehole Structure Using Directional Acoustic&#x2010;wave Measurement</article-title>. <source>Geophysics</source> <volume>69</volume>, <fpage>1378</fpage>&#x2013;<lpage>1386</lpage>. <pub-id pub-id-type="doi">10.1190/1.1836812</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>X. M.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Patterson</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Processing Array Acoustic-Logging Data to Image Near-Borehole Geologic Structures</article-title>. <source>Geophysics</source> <volume>72</volume>, <fpage>E87</fpage>&#x2013;<lpage>E97</lpage>. <pub-id pub-id-type="doi">10.1190/1.2435083</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wei</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Cao</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Acoustic Radiation and Reflection of a Logging-While-Drilling Dipole Source</article-title>. <source>Geophys. J. Int.</source> <volume>219</volume>, <fpage>108</fpage>&#x2013;<lpage>128</lpage>. <pub-id pub-id-type="doi">10.1093/gji/ggz193</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Qiao</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Che</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Numerical Simulation of Acoustic fields in Formation Generated by Linear Phased Array Acoustic Transmitters during Logging while Drilling</article-title>. <source>J. Pet. Sci. Eng.</source> <volume>182</volume>, <fpage>106184</fpage>. <pub-id pub-id-type="doi">10.1016/j.petrol.2019.106184</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Zhuang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>W.-F.</given-names>
</name>
<name>
<surname>Zhan</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Optimization of the Periodic PML for SEM</article-title>. <source>IEEE Trans. Electromagn. Compat.</source> <volume>61</volume>, <fpage>1578</fpage>&#x2013;<lpage>1585</lpage>. <pub-id pub-id-type="doi">10.1109/TEMC.2018.2866441</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Unsplit Complex Frequency-Shifted PML Implementation Using Auxiliary Differential Equations for Seismic Wave Modeling</article-title>. <source>Geophysics</source> <volume>75</volume>, <fpage>T141</fpage>&#x2013;<lpage>T154</lpage>. <pub-id pub-id-type="doi">10.1190/1.3463431</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zheng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A Theoretical Investigation of Acoustic Monopole Logging-While-Drilling Individual Waves with Emphasis on the Collar Wave and its Dependence on Formation</article-title>. <source>Geophysics</source> <volume>82</volume>, <fpage>D1</fpage>&#x2013;<lpage>D11</lpage>. <pub-id pub-id-type="doi">10.1190/geo2016-0266.1</pub-id>&#x2013; </citation>
</ref>
</ref-list>
</back>
</article>