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<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">1386932</article-id>
<article-id pub-id-type="doi">10.3389/feart.2024.1386932</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>Yield estimation of North Korean underground nuclear tests using Lg-wave source spectra</article-title>
<alt-title alt-title-type="left-running-head">Lu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/feart.2024.1386932">10.3389/feart.2024.1386932</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lu</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2658686/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Lian-Feng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2044112/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pang</surname>
<given-names>Xin-Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<contrib contrib-type="author">
<name>
<surname>Yao</surname>
<given-names>Zhen-Xing</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>State Key Laboratory of NBC Protection for Civilian</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Earth and Planetary Physics</institution>, <institution>Institute of Geology and Geophysics</institution>, <institution>Chinese Academy of Sciences</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Heilongjiang Mohe Observatory of Geophysics</institution>, <institution>Institute of Geology and Geophysics</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/1438088/overview">Kelly Hong Liu</ext-link>, Missouri University of Science and Technology, United States</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/2676959/overview">Xueyang Bao</ext-link>, Southern University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2686202/overview">Chandrani Singh</ext-link>, Indian Institute of Technology Kharagpur, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Lian-Feng Zhao, <email>zhaolf@mail.iggcas.ac.cn</email>; Xin-Liang Pang, <email>pangxinliang@sina.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1386932</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lu, Zhao, Pang and Yao.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lu, Zhao, Pang and Yao</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>In seismic nuclear monitoring, attenuation models are important prerequisites for reliably estimating the explosive yield in an uncalibrated region without the occurrence of standard events. The seismic moment obtained by fitting source spectra is related to the source energy. This approach is appropriate for estimating yield, as the attenuation effects on the propagation path can be accurately considered. In this study, we collected 2022 vertical component waveforms in and around the Korean Peninsula from May 2010 to May 2022 to construct a high-resolution broadband Lg-wave attenuation model and inverted the Lg-wave source excitation spectra of the nuclear explosion simultaneously with attenuation correction. We obtained the scalar seismic moments by fitting the theoretical source spectra based on the Brune (J. Geophys. Res., 1970, 75, 4997&#x2013;5009) model. Under the given emplacement conditions and burial depths, the seismic moments can be used to estimate yields of the North Korean nuclear tests, which are 4.6, 8.5, 19.9, 20.9, 24.7, and 337.4 kt for six nuclear explosions that occurred between 2006 and 2017. Our results are consistent with those obtained from previous teleseismic observations.</p>
</abstract>
<kwd-group>
<kwd>seismic attenuation</kwd>
<kwd>Lg source spectra</kwd>
<kwd>yield estimation</kwd>
<kwd>underground nuclear tests</kwd>
<kwd>the Korean Peninsula</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Solid Earth Geophysics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<p>
<list list-type="simple">
<list-item>
<p>&#x2022; A broadband Lg attenuation model is constructed for the Korean Peninsula and its surrounding areas.</p>
</list-item>
<list-item>
<p>&#x2022; Both the seismic moment and corner frequency are obtained based on Lg-wave excitation spectra.</p>
</list-item>
<list-item>
<p>&#x2022; The explosive yields of North Korean tests are increasing based on the seismic moments of Lg waves.</p>
</list-item>
</list>
</p>
</sec>
<sec id="s2">
<title>1 Introduction</title>
<p>When characterizing an explosive event, determining the yield is an important step (<xref ref-type="bibr" rid="B23">Pasyanos, 2022</xref>). With the rapid development of modern seismic networks, broadband digital seismograms on high-density stations have promoted the widespread application of regional monitoring techniques for yield estimation (<xref ref-type="bibr" rid="B14">Hong et al., 2008</xref>; <xref ref-type="bibr" rid="B46">Zhao et al., 2008</xref>; <xref ref-type="bibr" rid="B26">Pasyanos et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Yao et al., 2018</xref>; <xref ref-type="bibr" rid="B15">Kim et al., 2019</xref>; <xref ref-type="bibr" rid="B18">Ma et al., 2020</xref>; <xref ref-type="bibr" rid="B10">Delbridge et al., 2023</xref>). The continental crustal-guided Lg-wave is the most prominent phase of a seismic event at a regional distance (e.g., <xref ref-type="bibr" rid="B14">Hong et al., 2008</xref>). The broad sampling of different ray paths from the source makes Lg particularly suitable for yield estimation (e.g., <xref ref-type="bibr" rid="B46">Zhao et al., 2008</xref>). However, Lg-derived yield estimations are critically dependent on regional attenuation and strongly dependent on the selected frequency band (e.g., <xref ref-type="bibr" rid="B47">Zhao et al. (2012)</xref>). For example, <xref ref-type="bibr" rid="B46">Zhao et al. (2008)</xref> used the third-peak amplitude and the root mean square (RMS) amplitude of Lg waves at approximately 1 Hz to measure body-wave magnitudes <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) to obtain yield estimations. These results are different from those of magnitude-yield estimations based on teleseismic P waves (<xref ref-type="bibr" rid="B43">Zhang and Wen, 2013</xref>; <xref ref-type="bibr" rid="B36">Xie and Zhao, 2018</xref>; <xref ref-type="bibr" rid="B38">Yao et al., 2018</xref>; <xref ref-type="bibr" rid="B33">Voytan et al., 2019</xref>; <xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>). The waveform energy difference may be a dominant factor within a selected frequency band (<xref ref-type="bibr" rid="B2">Aki and Richards, 2002</xref>).</p>
<p>Six underground nuclear explosion tests were conducted in North Korea on 9 October 2006, 25 May 2009, 12 February 2013, 6 January 2016, 9 September 2016, and 3 September 2017 (NKT1-6) (e.g., <xref ref-type="bibr" rid="B33">Voytan et al., 2019</xref>). Historical explosive yield estimations are obtained by converting seismic magnitudes from the amplitudes of teleseismic body waves to yields using empirical relationships (<xref ref-type="bibr" rid="B4">Bowers et al., 2001</xref>; Nuttli, 1973; Nuttli, 1986; Patton and Schlittenhardt, 2005; <xref ref-type="bibr" rid="B27">Patton and Taylor, 2011</xref>). Since the North Korean nuclear test site is uncalibrated, there are challenges in terms of absolute explosion magnitude and yield estimations (<xref ref-type="bibr" rid="B10">Delbridge et al., 2023</xref>). As a measurable and well-understood physical parameter of seismic sources, the seismic moment allows us to move away from purely empirical calibrations and directly calculate the yield of explosions theoretically (<xref ref-type="bibr" rid="B24">Pasyanos and Chiang, 2021</xref>). Unlike body wave magnitudes, which focus on the amplitude of narrowband high frequencies (&#x3e;1 Hz), the seismic moment is obtained by fitting the long-period portion of observed seismic source spectra. <xref ref-type="bibr" rid="B3">Alvizuri and Tape (2018)</xref> and <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref> calculated the seismic moment of NKT1-6 based on regional long-period surface waves between 0.02 and 0.05 Hz, all of which rely on the same 1D-layered Earth model, MDJ2 (<xref ref-type="bibr" rid="B12">Ford et al., 2009</xref>), with a constant attenuation assumption. Although the attenuation of low-frequency (&#x3c;0.05 Hz) seismic waves may be relatively stable, the signal-to-noise ratio (SNR) for low-yield explosions is poor at relatively lower frequencies. Over a large frequency range, crustal seismic attenuation might introduce significant errors into seismic moment calculations (e.g., <xref ref-type="bibr" rid="B10">Delbridge et al., 2023</xref>). <xref ref-type="bibr" rid="B10">Delbridge et al. (2023)</xref> calculated coda wave spectral ratios to remove path and site effects to solve precise relative source moments. Therefore, if a high-resolution seismic attenuation model is used to calculate the seismic moment, the reliability of the explosive yield estimation can be effectively improved. The resolutions are lower for previous Lg-wave attenuation models due to sparse ray coverage (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B26">Pasyanos et al., 2012</xref>; <xref ref-type="bibr" rid="B28">Ranasinghe et al., 2014</xref>). With the development of Lg attenuation tomography and the regional network around the Korean Peninsula, Lg-wave source excitation spectra can be extracted simultaneously by correcting path attenuation to further obtain seismic moments by fitting observed source spectra based on Brune&#x2019;s source model (e.g., <xref ref-type="bibr" rid="B5">Brune (1970)</xref>; <xref ref-type="bibr" rid="B49">Zhao et al. (2010)</xref>; <xref ref-type="bibr" rid="B13">He et al. (2020)</xref>).</p>
<p>In this study, based on a large dataset from both the natural earthquake and nuclear explosion in the Korean Peninsula and surrounding regions, we extracted both single-station and two-station Lg-wave spectral data to develop a high-resolution broadband Lg attenuation tomography model and simultaneously inverted the Lg source excitation spectra. Thus, the source parameters, including the scalar seismic moment, corner frequency, and high-frequency falloff rate, were estimated for NKT1-6. Considering the burial depths and local rock conditions, such as P- and S-wave velocities, density, and gas porosity, we estimated the explosive yields of NKT1-6 based on the seismic moment&#x2013;yield relationship (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>; <xref ref-type="bibr" rid="B23">Pasyanos, 2022</xref>).</p>
</sec>
<sec id="s3">
<title>2 Data</title>
<sec id="s3-1">
<title>2.1 Regional seismic datasets</title>
<p>We collected 2022 vertical-component digital seismograms from 155 seismic events recorded at 93 stations in and around the Korean Peninsula. The seismic events included 146 natural earthquakes between May 2010 and May 2022, six North Korean nuclear tests, and three chemical explosions that occurred in August 1998 (<xref ref-type="bibr" rid="B41">Zhang et al., 2002</xref>; <xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>). These seismic events occurred within the crust at focal depths shallower than the Moho discontinuity from CRUST1.0 (<xref ref-type="bibr" rid="B16">Laske et al., 2012</xref>). Natural earthquakes with moderate magnitudes between <italic>m</italic>
<sub>
<italic>b</italic>
</sub> 3.5 and 5.3 were selected to ensure high SNRs and to avoid complex rupture effects. The epicentral distances are between 150 and 1700 km to observe the Lg-wave phase clearly (e.g., <xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>). We visually inspected individual traces to remove low-quality data that were saturated or noisy or had incorrect timing, possibly due to off-point records, low magnitudes, or the superposition of multiple events. Although the selection process reduces the amount of available data, a reasonable dataset is obtained following this process. The locations of the stations and events used in this study are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, and their parameters are listed in <xref ref-type="sec" rid="s12">Supplementary Tables S1, S2</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Map showing the surface topography of the Korean Peninsula and surrounding areas, which are overlapped by the locations of stations (blue triangles), natural earthquakes (red circles), North Korean nuclear tests (red stars), and chemical explosions for deep sounding (red diamonds).</p>
</caption>
<graphic xlink:href="feart-12-1386932-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>2.2 Lg-wave amplitude spectrum</title>
<p>Following <xref ref-type="bibr" rid="B50">Zhao et al. (2013)</xref>, we processed the seismic data to extract Lg-wave amplitude spectra. After removing the trends, means, and instrument responses from the raw vertical-component seismograms, we scanned the most energetic waveforms within a group velocity window of 0.6 km/s between 3.7 and 2.8 km/s for Lg amplitude measurements (<xref ref-type="fig" rid="F2">Figure 2</xref>) (<xref ref-type="bibr" rid="B51">Zhao and Xie, 2016</xref>; <xref ref-type="bibr" rid="B42">Zhang et al., 2022</xref>). Subsequently, we captured the time series of pre-P noise and pre-Lg noise with a time length window equal to the Lg waveform and calculated the waveform energy. The fast Fourier transform was used to calculate the amplitude spectrum of the Lg waves and noises at 66 discrete frequencies log-evenly distributed between 0.05 and 20.0 Hz. Pre-P noise and pre-Lg phase noise were used for both data quality control and correction of the Lg-wave energy (e.g., <xref ref-type="bibr" rid="B17">Luo et al., 2021</xref>). Lg waves with an SNR to pre-P noise of less than 2.0 were removed to ensure Lg data quality. Furthermore, we also set a pre-Lg SNR threshold of 1.0 to remove data that were possibly dominated by Sn coda (<xref ref-type="bibr" rid="B42">Zhang et al., 2022</xref>). Then, the amplitude spectrum of the Lg wave can be obtained by using <inline-formula id="inf1">
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<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Great circle paths from the epicenters (stars) of two earthquakes that occurred on 17 June 2011 and 11 May 2020 to selected stations (triangles), where the magnitudes and times of the earthquakes and the names of the network and stations are labeled. <bold>(B)</bold> The normalized vertical-component velocity records aligned according to epicentral distances, where the Lg phases are highlighted between 3.7 and 2.8 km/s.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="methods" id="s4">
<title>3 Methods</title>
<sec id="s4-1">
<title>3.1 Modeling of the Lg amplitudes</title>
<p>The Lg-wave amplitude spectrum recorded by station <inline-formula id="inf5">
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</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf8">
<mml:math id="m9">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is the epicentral distance, <inline-formula id="inf9">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the source term, <inline-formula id="inf10">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the geometrical spreading function with a reference distance of <inline-formula id="inf11">
<mml:math id="m12">
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>100</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>k</mml:mi>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B32">Street et al., 1975</xref>), <inline-formula id="inf12">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the attenuation term, <inline-formula id="inf13">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the site response and <inline-formula id="inf14">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the random effects of minor factors along the propagation path and computational errors.</p>
<p>The attenuation factor can be expressed as follows (<xref ref-type="bibr" rid="B50">Zhao et al., 2013</xref>)<disp-formula id="e2">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">&#x393;</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
</mml:mstyle>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf15">
<mml:math id="m17">
<mml:mrow>
<mml:mi>v</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> represents the Lg-wave group velocity, <inline-formula id="inf16">
<mml:math id="m18">
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the integral along the great circle from event <inline-formula id="inf17">
<mml:math id="m19">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> to station <inline-formula id="inf18">
<mml:math id="m20">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf19">
<mml:math id="m21">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> is the Lg-wave quality factor related to the surface location coordinates <inline-formula id="inf20">
<mml:math id="m22">
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>When two stations <inline-formula id="inf21">
<mml:math id="m23">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf22">
<mml:math id="m24">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> record the same event <inline-formula id="inf23">
<mml:math id="m25">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and the locations of the stations and event are approximately aligned on a great circle, the two-station Lg-wave amplitude ratio from stations <inline-formula id="inf24">
<mml:math id="m26">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf25">
<mml:math id="m27">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> can be calculated as follows (<xref ref-type="bibr" rid="B50">Zhao et al., 2013</xref>)<disp-formula id="e3">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2248;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2219;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2219;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2219;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf26">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf27">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the observed amplitudes at stations <inline-formula id="inf28">
<mml:math id="m31">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf29">
<mml:math id="m32">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> from a single event <inline-formula id="inf30">
<mml:math id="m33">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf31">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf32">
<mml:math id="m35">
<mml:mrow>
<mml:msub>
<mml:mo>&#x2206;</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the epicentral distances from <inline-formula id="inf33">
<mml:math id="m36">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> to <inline-formula id="inf34">
<mml:math id="m37">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf35">
<mml:math id="m38">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, respectively, <inline-formula id="inf36">
<mml:math id="m39">
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:msubsup>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the integral along the great circle from <inline-formula id="inf37">
<mml:math id="m40">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> to <inline-formula id="inf38">
<mml:math id="m41">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf39">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf40">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the site responses at <inline-formula id="inf41">
<mml:math id="m44">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf42">
<mml:math id="m45">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, respectively, and <inline-formula id="inf43">
<mml:math id="m46">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf44">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are random errors along the ray paths from <inline-formula id="inf45">
<mml:math id="m48">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> to <inline-formula id="inf46">
<mml:math id="m49">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf47">
<mml:math id="m50">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, respectively. Compared with the single-station data in Eq. <xref ref-type="disp-formula" rid="e1">1</xref>, the two-station data shown in Eq. <xref ref-type="disp-formula" rid="e3">3</xref> effectively eliminate the compromise error between the attenuation and source.</p>
</sec>
<sec id="s4-2">
<title>3.2 Q<sub>Lg</sub> tomography</title>
<p>To establish an inversion system for Lg-wave Q tomography, we apply the natural logarithm to Eqs <xref ref-type="disp-formula" rid="e1">1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref> based on perturbation theory (e.g., <xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>). By neglecting the random effects along the propagation path, we assume that <inline-formula id="inf48">
<mml:math id="m51">
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>; then, we have<disp-formula id="e4">
<mml:math id="m52">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>The terms <inline-formula id="inf49">
<mml:math id="m53">
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf50">
<mml:math id="m54">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf51">
<mml:math id="m55">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> can be separated into a background value and a perturbation value (<xref ref-type="bibr" rid="B50">Zhao et al., 2013</xref>):<disp-formula id="e5">
<mml:math id="m56">
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2248;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<disp-formula id="e6">
<mml:math id="m57">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>
<disp-formula id="e7">
<mml:math id="m58">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>where <inline-formula id="inf52">
<mml:math id="m59">
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf53">
<mml:math id="m60">
<mml:mrow>
<mml:msup>
<mml:mi>S</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf54">
<mml:math id="m61">
<mml:mrow>
<mml:msup>
<mml:mi>P</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> are the background values of the Lg-wave quality factor, source spectrum and site response spectrum, respectively, for beginning the inversion. By substituting Eqs <xref ref-type="disp-formula" rid="e5">5</xref>-<xref ref-type="disp-formula" rid="e7">7</xref> into Eq. <xref ref-type="disp-formula" rid="e4">4</xref>, we have<disp-formula id="e8">
<mml:math id="m62">
<mml:mrow>
<mml:mtable class="align" columnalign="left">
<mml:mtr>
<mml:mtd columnalign="right">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
<mml:mtd columnalign="left">
<mml:mrow>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd columnalign="right"/>
<mml:mtd columnalign="left">
<mml:mspace width="1.2em"/>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>where<disp-formula id="e9">
<mml:math id="m63">
<mml:mrow>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>G</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msubsup>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
<mml:mn>0</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
</p>
<p>Then, we obtain the amplitude spectrum residual by taking Eq. <xref ref-type="disp-formula" rid="e8">8</xref> minus Eq. <xref ref-type="disp-formula" rid="e9">9</xref> as follows:<disp-formula id="e10">
<mml:math id="m64">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:msubsup>
<mml:mo>&#x222b;</mml:mo>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi>Q</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>x</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>y</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mfrac>
<mml:mi>d</mml:mi>
<mml:mi>s</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>
</p>
<p>Therefore, the perturbations in the attenuation, source, and site response are related to the amplitude residual. The amplitude residual <inline-formula id="inf55">
<mml:math id="m65">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mo>,</mml:mo>
<mml:mo>&#x2206;</mml:mo>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> for event <inline-formula id="inf56">
<mml:math id="m66">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> recorded by station <inline-formula id="inf57">
<mml:math id="m67">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> at frequency <inline-formula id="inf58">
<mml:math id="m68">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is denoted as <inline-formula id="inf59">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>h</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. It can be distributed to the path based on the following mesh discretization:<disp-formula id="e11">
<mml:math id="m70">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>h</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:msub>
<mml:mi>Q</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>S</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(11)</label>
</disp-formula>where <inline-formula id="inf60">
<mml:math id="m71">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the index of a grid point, <inline-formula id="inf61">
<mml:math id="m72">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the total number of grids of a ray path, <inline-formula id="inf62">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mi>v</mml:mi>
</mml:mfrac>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msup>
<mml:mi>Q</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf63">
<mml:math id="m74">
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>y</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf64">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the coordinates and the length of the ray path in grid <inline-formula id="inf65">
<mml:math id="m76">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf66">
<mml:math id="m77">
<mml:mrow>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf67">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are coefficients for event <inline-formula id="inf68">
<mml:math id="m79">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and station <inline-formula id="inf69">
<mml:math id="m80">
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, respectively, with <inline-formula id="inf70">
<mml:math id="m81">
<mml:mrow>
<mml:msub>
<mml:mi>e</mml:mi>
<mml:mi>k</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>u</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> for single-station data. Then, we have the linear matrix equation of the Lg-wave Q perturbation for single-station data<disp-formula id="e12">
<mml:math id="m82">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">U</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">P</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(12)</label>
</disp-formula>where <inline-formula id="inf71">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is a vector composed of Lg amplitude spectra residuals, <inline-formula id="inf72">
<mml:math id="m84">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is a vector composed of the perturbations of the Q models, matrix <inline-formula id="inf73">
<mml:math id="m85">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is composed of elements <inline-formula id="inf74">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mi>a</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and sets up the relationship between Q perturbations and the observed Lg-wave spectra, <inline-formula id="inf75">
<mml:math id="m87">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">S</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is a vector composed of the perturbations of source terms, matrix <inline-formula id="inf76">
<mml:math id="m88">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> sets up the relationship between the source perturbation and the observed Lg-wave spectra (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>), <inline-formula id="inf77">
<mml:math id="m89">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is a vector composed of the perturbations of site response terms, and matrix <inline-formula id="inf78">
<mml:math id="m90">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">U</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> sets up the relationship between the site response perturbations and the observed Lg-wave spectra (<xref ref-type="bibr" rid="B44">Zhao and Mousavi, 2018</xref>).</p>
<p>For two-station data, since the source term is eliminated by taking the spectral ratios in Eq. <xref ref-type="disp-formula" rid="e3">3</xref>, the similar linear matrix equation of the Lg-wave Q perturbation is<disp-formula id="e13">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi mathvariant="bold-italic">U</mml:mi>
<mml:mi mathvariant="bold-italic">d</mml:mi>
</mml:msub>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">P</mml:mi>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(13)</label>
</disp-formula>
</p>
<p>In general, it is assumed that <inline-formula id="inf79">
<mml:math id="m92">
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msubsup>
<mml:mi>&#x3b4;</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi mathvariant="italic">ln</mml:mi>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> when the stations are evenly distributed (<xref ref-type="bibr" rid="B21">Ottem&#xf6;ller et al., 2002</xref>; <xref ref-type="bibr" rid="B51">Zhao and Xie, 2016</xref>; <xref ref-type="bibr" rid="B44">Zhao and Mousavi, 2018</xref>); thus, the site response terms <inline-formula id="inf80">
<mml:math id="m93">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> are commonly ignored in the inversion of single- and two-station data. By combining Eqs <xref ref-type="disp-formula" rid="e12">12</xref>, <xref ref-type="disp-formula" rid="e13">13</xref>, we have<disp-formula id="e14">
<mml:math id="m94">
<mml:mrow>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="bold-italic">H</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="bold-italic">A</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mtable columnalign="center">
<mml:mtr>
<mml:mtd>
<mml:msub>
<mml:mi mathvariant="bold-italic">E</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mtd>
</mml:mtr>
<mml:mtr>
<mml:mtd>
<mml:mn mathvariant="bold">0</mml:mn>
</mml:mtd>
</mml:mtr>
</mml:mtable>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">S</mml:mi>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(14)</label>
</disp-formula>
</p>
<p>Eq. <xref ref-type="disp-formula" rid="e14">14</xref> forms a joint inversion problem for perturbation vectors <inline-formula id="inf81">
<mml:math id="m95">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">Q</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf82">
<mml:math id="m96">
<mml:mrow>
<mml:mi>&#x3b4;</mml:mi>
<mml:mi mathvariant="bold-italic">S</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>. The regional average Q obtained from the two-station data is used as the initial model. The inversion can be solved by the least-squares QR method, which includes regularization, damping and smoothing (<xref ref-type="bibr" rid="B22">Paige and Saunders, 1982</xref>). The current Lg-wave Q correction is used in the next iteration until satisfactory convergence is obtained, and there are 250 iterations at each frequency from 0.05 to 20 Hz. Following inversion, the amplitude residuals are closer to the Gaussian distribution, and the root mean square values of the total residuals at all 66 frequencies are significantly reduced (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Histograms of the Lg spectral amplitude misfits before (gray) and after (orange) inversion at <bold>(A)</bold> 0.5, <bold>(B)</bold> 1.0, and <bold>(C)</bold> 2.0 Hz. The dashed lines represent the best-fitting normal curves, and the adjacent labels denote the RMS residuals.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g003.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>3.3 Resolution test</title>
<p>The checkerboard method was used for the resolution analysis (<xref ref-type="bibr" rid="B39">Zelt, 1998</xref>; <xref ref-type="bibr" rid="B19">Morgan et al., 2002</xref>; <xref ref-type="bibr" rid="B50">Zhao et al., 2013</xref>). To create a checkerboard-shaped Q<sub>Lg</sub> model, &#xb1;7% logarithmic perturbations are superimposed on a constant background Q<sub>Lg</sub> (<xref ref-type="bibr" rid="B50">Zhao et al., 2013</xref>). We generated synthetic Lg spectral amplitudes according to actual ray paths (<xref ref-type="fig" rid="F4">Figure 4A</xref>) and added 10% random noise to form a tomographic dataset (e.g., <xref ref-type="bibr" rid="B42">Zhang et al., 2022</xref>), where the source functions adopted inverted source spectra. Both single- and two-station synthetic data were jointly used to reconstruct the Q<sub>Lg</sub> model (e.g., <xref ref-type="bibr" rid="B42">Zhang et al., 2022</xref>). <xref ref-type="fig" rid="F4">Figure 4</xref> shows the ray path coverage and reconstructed Q perturbation model at 1.0 Hz. Note that the resolution is significantly improved compared with that of previous studies (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>). The workflow for data collection, pre-processing, tomography, and verifications can be referred to <xref ref-type="bibr" rid="B52">Zhao et al. (2022)</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Ray path coverage for both a single-station (black) and two-station (red) ray paths <bold>(A)</bold> and the reconstructed 0.5&#xb0;&#xd7;0.5&#xb0; checkerboard of Q perturbations <bold>(B)</bold> at 1 Hz.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results" id="s5">
<title>4 Results</title>
<sec id="s5-1">
<title>4.1 Broadband Q<sub>Lg</sub> model in and around the Korean Peninsula</title>
<p>Based on the inversion procedure described in the previous section, we obtained the Q<sub>Lg</sub> model at 66 individual frequencies between 0.05 and 20 Hz. <xref ref-type="fig" rid="F5">Figure 5</xref> shows the Q<sub>Lg</sub> map coverages at 0.5, 1.0 and 2.0 Hz. The lateral Q<sub>Lg</sub> variations are consistent with the regional tectonic conditions. In the Korean Peninsula region, the Q<sub>Lg</sub> distribution is characterized by high values for the Nangrim Massif (NM) in the north and the Yeongnam Massif (YM) in the south and low values for the Gyeonggi Massif (GM) in the middle, especially at a frequency of 1.0 Hz (<xref ref-type="fig" rid="F5">Figure 5B</xref>). Our results are consistent with those of previous studies but at relatively higher resolutions, and they cover the entire Korean Peninsula (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>; <xref ref-type="bibr" rid="B26">Pasyanos et al., 2012</xref>; <xref ref-type="bibr" rid="B28">Ranasinghe et al., 2014</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Q<sub>Lg</sub> maps at 0.5 <bold>(A)</bold>, 1.0 <bold>(B)</bold>, and 2.0 Hz <bold>(C)</bold>. Note that a similar scale was used for all the maps.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g005.tif"/>
</fig>
<p>We investigated the regional variations and frequency dependence of Q<sub>Lg</sub> in three massifs to characterize the Lg-wave attenuation for different geological formations on the Korean Peninsula. For example, the scattered distribution of observed Q<sub>Lg</sub> values is shown for the Gyeonggi Massif (<xref ref-type="fig" rid="F6">Figure 6A</xref>), whereas the average Q<sub>Lg</sub> <italic>versus</italic> frequency is summarized for all three massifs in the Korean Peninsula (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The average Q<sub>Lg</sub> values increase with increasing frequency for an individual massif below 0.3 Hz and above 3.0 Hz. However, the Q<sub>Lg</sub> variation in the Gyeonggi Massif (GM) differs from that in the other two massifs between 0.3 and 3.0 Hz.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A)</bold> Frequency dependence of the Q<sub>Lg</sub> values for the Gyeonggi Massif (GM), where the average Q<sub>Lg</sub> values (circles) and their standard deviations (error bars) are obtained based on the tomographic Q<sub>Lg</sub> values (gray crosses) at reference frequencies. <bold>(B)</bold> Average Q<sub>Lg</sub> <italic>versus</italic> frequency for the Nangrim Massif (NM), Gyeonggi Massif (GM), and Yeongnam Massif (YM).</p>
</caption>
<graphic xlink:href="feart-12-1386932-g006.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F7">Figure 7</xref> shows a comparison of the resulting broadband Q<sub>Lg</sub> with the surface topography, crustal thickness, and seismicity. The Lg attenuation variations indicate changes in the crustal waveguide and crustal physical properties across the three massifs. The boundary between the NM and GM corresponds to low Q<sub>Lg</sub> values of approximately 1.0 Hz (<xref ref-type="fig" rid="F7">Figures 7C, D</xref>). Q<sub>Lg</sub> usually decreases with decreasing crustal thickness (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>). Numerical simulation studies have shown that the seismic Lg wave attenuates with crustal thinning along the waveguide (e.g., <xref ref-type="bibr" rid="B14">Hong et al., 2008</xref>). However, the abnormally low Q<sub>Lg</sub> for the GM does not correspond to a significant Moho depth increase in the Korean Peninsula (<xref ref-type="fig" rid="F7">Figure 7B</xref>). Therefore, the Lg attenuation is not strongly affected by a smooth anomaly in the Moho depth (<xref ref-type="bibr" rid="B6">Campillo, 1987</xref>). The thickness variation in the crustal waveguide is not the main factor affecting the Q<sub>Lg</sub> on the Korean Peninsula. Strong seismicity can be observed in the uppermost mantle beneath the low-Q<sub>Lg</sub> crust at approximately 38.5&#xb0;N (<xref ref-type="fig" rid="F7">Figure 7B</xref>). Therefore, the low-Q<sub>Lg</sub> region, located at the boundary between the NM and the GM, can be attributed to complex tectonic sutrue between two ancient plates (the North China Craton and the South China Block), where the crustal structure has been strongly influenced by tectonic processes, including the extension of the Sulu collision Belt (<xref ref-type="bibr" rid="B9">Chough et al., 2000</xref>; <xref ref-type="bibr" rid="B40">Zhai et al., 2019</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Cross-sections through three massifs, NM, GM, and YM, on the Korean Peninsula showing <bold>(A)</bold> surface topography, <bold>(B)</bold> Moho depth (black) and seismicity (red dot), <bold>(C)</bold> Q<sub>Lg</sub> <italic>versus</italic> frequency, <bold>(D)</bold> variations in the average Q<sub>Lg</sub> between 0.3 and 3.0 Hz and Q<sub>0</sub>, and <bold>(D)</bold> the location of the cross-section between (126&#xb0;E, 42&#xb0;N) and (128&#xb0;E, 35&#xb0;N). The vertical black dashed lines represent the massif boundaries on the cross-section. The Moho depth was extracted from CRUST 1.0 (<xref ref-type="bibr" rid="B16">Laske et al., 2012</xref>). The seismicities of earthquakes with magnitudes higher than 1.0 are plotted for the period between 1968 and 2023.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g007.tif"/>
</fig>
</sec>
<sec id="s5-2">
<title>4.2 Lg-wave source spectra</title>
<p>During the joint inversion, the Lg-wave source excitation spectral amplitudes at 66 discrete frequencies are calculated for all events. The source parameters are obtained by fitting the resulting Lg excitation spectra (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>; <xref ref-type="bibr" rid="B50">2013</xref>; <xref ref-type="bibr" rid="B13">He et al., 2020</xref>). We calculated the scalar seismic moment <inline-formula id="inf83">
<mml:math id="m97">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, the corner frequency <inline-formula id="inf84">
<mml:math id="m98">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and the high-frequency falloff rate <inline-formula id="inf85">
<mml:math id="m99">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> by fitting the Lg-wave excitation spectrum with the <inline-formula id="inf86">
<mml:math id="m100">
<mml:mrow>
<mml:msup>
<mml:mi>&#x3c9;</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> source model (<xref ref-type="bibr" rid="B5">Brune, 1970</xref>; <xref ref-type="bibr" rid="B32">Street et al., 1975</xref>; <xref ref-type="bibr" rid="B29">Sereno Jr et al., 1988</xref>). The source term in Eq <xref ref-type="disp-formula" rid="e1">1</xref> is expressed as follows:<disp-formula id="e15">
<mml:math id="m101">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi>&#x3c0;</mml:mi>
<mml:mi>&#x3c1;</mml:mi>
<mml:msup>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
<mml:mn>3</mml:mn>
</mml:msup>
<mml:mrow>
<mml:mfenced open="[" close="]" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>n</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(15)</label>
</disp-formula>where <inline-formula id="inf87">
<mml:math id="m102">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf88">
<mml:math id="m103">
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> are the average density and shear-wave velocity in the crust, respectively, with values of 2.7 g/cm<sup>3</sup> and 3.5 km/s for Northeast China (<xref ref-type="bibr" rid="B49">Zhao et al., 2010</xref>). <xref ref-type="fig" rid="F8">Figure 8</xref> shows the best-fit source models with solid colored lines, and the shaded areas represent their standard deviations. Then, <inline-formula id="inf89">
<mml:math id="m104">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf90">
<mml:math id="m105">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf91">
<mml:math id="m106">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> can be determined by minimizing the L2 norm of the residuals between the theoretical source function and the network-determined source spectral data (<xref ref-type="fig" rid="F8">Figure 8</xref>). The <inline-formula id="inf92">
<mml:math id="m107">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for NKT1-6 increased successively. According to the Mueller&#x2013;Murphy model (<xref ref-type="bibr" rid="B20">Mueller and Murphy, 1971</xref>), the source corner frequency (<inline-formula id="inf93">
<mml:math id="m108">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) is predicted to decrease with increasing yield and increase with increasing source depth. According to the source model parameters, the explosion yields increase for NKT1-6; however, the corner frequencies, represented by <inline-formula id="inf94">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, are not consistently reduced due to differences in burial depth. <xref ref-type="fig" rid="F8">Figure 8</xref> shows the source excitation spectra inverted from the observed Lg-wave spectra for NKT1-6. <xref ref-type="fig" rid="F9">Figure 9</xref> provides a comparison between the retrieved spectra and the synthetic spectra. Except for NKT3, the source spectra gradually increased from NKT1 to NKT6 at all frequencies. The NKT3 source spectra are larger than those of NKT5 at high frequencies (above 0.5 Hz); thus, NKT3 is larger according to the previously estimated <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) based on an Lg-wave amplitude of approximately 1.0 Hz (<xref ref-type="bibr" rid="B48">Zhao et al., 2014</xref>), which is inconsistent with the order of <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>) from the USGS National Earthquake Information Center (NEIC) and the Comprehensive Test Ban Treaty Organization (CTBTO).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Retrieved Lg-source excitation spectra for NKT1-6. The black crosses are direct inversion results. The solid-colored lines are the best-fit source models, and the shaded areas are their standard deviations. The resulting <inline-formula id="inf95">
<mml:math id="m110">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf96">
<mml:math id="m111">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf97">
<mml:math id="m112">
<mml:mrow>
<mml:mi>n</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> are labeled in each plot.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Comparisons between the retrieved (left) and best-fit (right) source models.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g009.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> shows a comparison between the seismic moment <inline-formula id="inf98">
<mml:math id="m113">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> for NKT1-6 and the results from other studies. <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref> used a time-domain waveform inversion to calculate the full moment tensor from regional stations in China, South Korea, and Japan with the MDJ2 1D-layered Earth model (<xref ref-type="bibr" rid="B12">Ford et al., 2009</xref>) to calculate Green&#x2019;s functions. <xref ref-type="bibr" rid="B3">Alvizuri and Tape (2018)</xref> applied a grid search and minimized the misfit function between observed and synthetic waveforms to determine the full moment tensor, and they used the MDJ2 1D-layered Earth model for calculations. The period band of analysis by <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref> was typically 20&#x2013;50 s, with shorter periods used for NKT1. The <inline-formula id="inf99">
<mml:math id="m114">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> results in this study are consistent with those of <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref> for NKT2-6, with a large deviation for NKT1. In the low-frequency (&#x3c;0.05 Hz) band, crustal attenuation variations could be ignored. Therefore, the <inline-formula id="inf100">
<mml:math id="m115">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> consistency in NKT2-6 verifies that the Lg source spectra accurately remove the path attenuation effect in this study, and inconsistency for NKT1 might be related to poor SNR at low frequency.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Scalar seismic moments compared with other results.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g010.tif"/>
</fig>
</sec>
<sec id="s5-3">
<title>4.3 Yield estimation</title>
<p>
<xref ref-type="bibr" rid="B23">Pasyanos (2022)</xref> estimated the yields of NKT1-6 by utilizing the seismic moment function of <xref ref-type="bibr" rid="B11">Denny and Johnson (1991)</xref>, in which the moment is proportional to the yield. Replacing the units of yield from kilotons to joules, the moment-to-yield ratio (<inline-formula id="inf101">
<mml:math id="m116">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>W</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) in units of N&#x2e31;m/J is obtained as follows:<disp-formula id="e16">
<mml:math id="m117">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo>/</mml:mo>
<mml:mi>W</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>3.76</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:msup>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.1544</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mi>&#x3c1;</mml:mi>
<mml:mn>0.5615</mml:mn>
</mml:msup>
<mml:msup>
<mml:mi>z</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.4385</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mn>10</mml:mn>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.0344</mml:mn>
<mml:mi>G</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>where the material properties (<inline-formula id="inf102">
<mml:math id="m118">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf103">
<mml:math id="m119">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf104">
<mml:math id="m120">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf105">
<mml:math id="m121">
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) indicate the P-wave velocity, S-wave velocity, density, and gas porosity, respectively. The material properties (<inline-formula id="inf106">
<mml:math id="m122">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>P</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf107">
<mml:math id="m123">
<mml:mrow>
<mml:msub>
<mml:mi>V</mml:mi>
<mml:mi>S</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf108">
<mml:math id="m124">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf109">
<mml:math id="m125">
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) used in this study are 5500 m/s, 3175 m/s, 2550 kg/m<sup>3</sup>, and 0.02%, respectively, for granite at the NKT site (<xref ref-type="bibr" rid="B31">Stevens and Day, 1985</xref>). By using differential travel times from Pn and Pg waves, the burial depths (<italic>z</italic>) of NKT1-6 were determined to be 330, 540, 506, 468, 521, and 570 m (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>). With the emplacement conditions and burial depths provided above, the yields can be estimated by dividing the seismic moment by the right side of Eq <xref ref-type="disp-formula" rid="e16">16</xref>, and the values are 4.6, 8.5, 19.9, 20.9, 24.7, and 337.4 kt (<xref ref-type="fig" rid="F11">Figure 11</xref>).</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Comparison of the results of yield estimates from different studies. Different symbols indicate North Korean nuclear tests NKT1-6, whereas different colors indicate different methods, including regional waveform envelopes (<xref ref-type="bibr" rid="B25">Pasyanos and Myers, 2018</xref>), seismic moments (<xref ref-type="bibr" rid="B8">Chiang et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Pasyanos, 2022</xref>), waveform equalization to teleseismic P and regional Pn seismograms and high-frequency (&#x3e;4.0 Hz) P waves (<xref ref-type="bibr" rid="B33">Voytan et al., 2019</xref>), coda spectral ratios (<xref ref-type="bibr" rid="B10">Delbridge et al., 2023</xref>), NEIC <italic>m</italic>
<sub>
<italic>b</italic>
</sub> after burial depth correction (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>), and <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) (<xref ref-type="bibr" rid="B36">Xie and Zhao, 2018</xref>). The gray shading represents 0.5 to 2 times the deviation range of the yield estimations obtained in this study.</p>
</caption>
<graphic xlink:href="feart-12-1386932-g011.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F11">Figure 11</xref> shows a comparison between the yield estimation results for NKT1-6 above and several other estimates based on <xref ref-type="disp-formula" rid="e1">(1)</xref> regional waveform envelopes (<xref ref-type="bibr" rid="B25">Pasyanos and Myers, 2018</xref>), (2) the seismic moment using the formula of <xref ref-type="bibr" rid="B23">Pasyanos (2022)</xref> with <inline-formula id="inf110">
<mml:math id="m126">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> from <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref>, (3) the intercorrelation procedure, which applies waveform equalization to teleseismic P and regional Pn seismograms (<xref ref-type="bibr" rid="B33">Voytan et al., 2019</xref>), (4) high-frequency (&#x3e;4 Hz) filtered P waves (<xref ref-type="bibr" rid="B33">Voytan et al., 2019</xref>), (5) source spectral ratios of narrow-band regional body-wave coda waveform envelopes (<xref ref-type="bibr" rid="B10">Delbridge et al., 2023</xref>), (6) NEIC teleseismic <italic>m</italic>
<sub>
<italic>b</italic>
</sub> using the empirical relationship of <xref ref-type="bibr" rid="B4">Bowers et al. (2001)</xref>, followed by a depth correction using the equation of <xref ref-type="bibr" rid="B27">Patton and Taylor (2011)</xref> with the burial depths determined by Pn and Pg differential travel times (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>), and (7) regional <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) (<xref ref-type="bibr" rid="B36">Xie and Zhao, 2018</xref>). The yield estimations in this study are highly consistent with teleseismic <italic>m</italic>
<sub>
<italic>b</italic>
</sub>-derived yields. The body wave magnitude (<italic>m</italic>
<sub>
<italic>b</italic>
</sub>) based on teleseismic phases is rarely influenced by the crustal structure along the ray path. The purpose of using the Lg-wave to calculate the seismic moment in this study is to determine whether Q<sub>Lg</sub> model can be used to eliminate the attenuation effect. The results show that after effectively removing the attenuation effect, the moment rather than the magnitude of the regional seismic Lg agreed with the teleseismic <italic>m</italic>
<sub>
<italic>b</italic>
</sub> yield estimation.</p>
</sec>
</sec>
<sec id="s6">
<title>5 Discussion and conclusion</title>
<p>Based on 2022 vertical-component digital seismograms recorded at 93 stations from 155 seismic events over the past decade, we develop a new broadband Lg-wave attenuation (Q<sub>Lg</sub>) model for the Korean Peninsula and its surrounding regions, which has a relatively dense ray path distribution (e.g., <xref ref-type="bibr" rid="B49">Zhao et al. (2010)</xref>). The Q<sub>Lg</sub> lateral variations correlate with the geological units well. We directly removed the attenuation effect from the observed spectra to obtain the <inline-formula id="inf111">
<mml:math id="m127">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf112">
<mml:math id="m128">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and high-frequency fall-off rates based on the theoretical source model (<xref ref-type="bibr" rid="B5">Brune, 1970</xref>). The <inline-formula id="inf113">
<mml:math id="m129">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values of NKT1-6 increase successively. However, there is no strict correlation between <inline-formula id="inf114">
<mml:math id="m130">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf115">
<mml:math id="m131">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in NKTs. This result may be because the corner frequency is predicted to decrease with increasing yield and increase with increasing source depth, whereas the burial depths for NKT1-6 are variable (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>).</p>
<p>The corner frequency may directly cause bias between <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>) and <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) values and hence lead to lower estimated yields. <xref ref-type="bibr" rid="B23">Pasyanos (2022)</xref> suggested that the <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) value is not equivalent and is often significantly biased relative to teleseismic <italic>m</italic>
<sub>
<italic>b</italic>
</sub>. Several previous studies have shown that <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>)-derived yield estimations are smaller than the results of <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>) for NKT (<xref ref-type="bibr" rid="B53">Zhao et al., 2016</xref>; <xref ref-type="bibr" rid="B45">Zhao et al., 2017</xref>; <xref ref-type="bibr" rid="B36">Xie and Zhao, 2018</xref>; <xref ref-type="bibr" rid="B38">Yao et al., 2018</xref>) and the five historical nuclear tests at the Semipalatinsk nuclear test site in the Soviet Union (<xref ref-type="bibr" rid="B18">Ma et al., 2020</xref>). Following burial depth corrections, the absolute yields re-estimated (<xref ref-type="bibr" rid="B36">Xie and Zhao, 2018</xref>) by <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) were close to the teleseismic observations (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>) for NKT1-3; however, they were still significantly lower for NKT4-6. The Lg-wave corner frequencies of NKT1-3 are greater than 1.0 Hz; however, those of NKT4-6 are less than 1.0 Hz (<xref ref-type="fig" rid="F8">Figure 8</xref>). The <inline-formula id="inf116">
<mml:math id="m132">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values based on P-wave source spectra for NKT1-6 are 7.6, 4.9, 4.0, 5.0, 3.5, and 2.1 Hz, which are larger than 1 Hz (<xref ref-type="bibr" rid="B25">Pasyanos and Myers, 2018</xref>). The <italic>m</italic>
<sub>
<italic>b</italic>
</sub> value is determined by the seismic wave amplitude at &#x223c;1.0 Hz, below which <inline-formula id="inf117">
<mml:math id="m133">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> generates the <italic>m</italic>
<sub>
<italic>b</italic>
</sub> calculation in the frequency domain where the amplitude spectrum has fallen off; thus, the yield estimation empirical relationships obtained by applying <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>) for NKT4-6 are greater than those obtained by applying <italic>m</italic>
<sub>
<italic>b</italic>
</sub> (<italic>Lg</italic>) (<xref ref-type="bibr" rid="B37">Yang et al., 2021</xref>). <xref ref-type="bibr" rid="B33">Voytan et al. (2019)</xref> estimated yields using P waves above 4.0 Hz, and the relative yield was lower than that of NEIC <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>), especially for high-yield NKTs, also confirming the effect of <inline-formula id="inf118">
<mml:math id="m134">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> on yield estimation.</p>
<p>The amount of energy associated with larger explosions is more concentrated at low frequencies, and the source spectra of high-yield explosions fall faster with increasing frequency than do those of low-yield explosions. Thus, <inline-formula id="inf119">
<mml:math id="m135">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> based on long-period fitting is beneficial for accurate yield estimations of low-<inline-formula id="inf120">
<mml:math id="m136">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> explosions. Due to the simple nature of the 1-D-layered Earth model, ignoring the attenuation effect can result in uncertainties when calculating <inline-formula id="inf121">
<mml:math id="m137">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> at high frequencies (&#x3e;0.05 Hz); hence, <xref ref-type="bibr" rid="B8">Chiang et al. (2018)</xref> and <xref ref-type="bibr" rid="B3">Alvizuri and Tape (2018)</xref> performed moment tensor analyses using regional surface waves over long periods (20&#x2013;50 s); however, the SNR of NKT1 was poor under such a frequency band. Therefore, the <xref ref-type="bibr" rid="B1">Aki, 1982</xref> advantages <xref ref-type="bibr" rid="B30">Shen et al., 2023</xref> of <xref ref-type="bibr" rid="B34">Wu and Aki, 1985</xref> using <xref ref-type="bibr" rid="B7">Campillo, 1990</xref> the Lg wave to obtain <inline-formula id="inf122">
<mml:math id="m138">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in this study are described as follows: (1) an acceptable SNR can be ensured for low-yield nuclear explosions, and (2) the attenuation effect can be removed by mature Q<sub>Lg</sub> tomography technology. For relatively high-yield explosions, the teleseismic <italic>m</italic>
<sub>
<italic>b</italic>
</sub>(<italic>P</italic>), the long-period surface wave <inline-formula id="inf123">
<mml:math id="m139">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and the regional Lg <inline-formula id="inf124">
<mml:math id="m140">
<mml:mrow>
<mml:msub>
<mml:mi>M</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> might agree in terms of yield estimations, while the latter may be more reliable for low-yield explosions.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>YL: Formal Analysis, Funding acquisition, Investigation, Methodology, Validation, Visualization, Writing&#x2013;original draft. L-FZ: Conceptualization, Data curation, Formal Analysis, Funding acquisition, Methodology, Software, Supervision, Writing&#x2013;review and editing. X-LP: Conceptualization, Funding acquisition, Investigation, Project administration, Supervision, Writing&#x2013;review and editing. Z-XY: Methodology, Software, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. The National Natural Science Foundation of China (U2139206, 41974054, and 41974061).</p>
</sec>
<ack>
<p>The comments from Editor K. H. Liu and two reviewers are valuable and greatly improved this manuscript. This research was supported by the National Natural Science Foundation of China (U2139206, 41974054, and 41974061). The broadband waveform data used in this study were collected from the Incorporated Research Institutions for Seismology Data Management Center (IRIS-DMC) and are available at <ext-link ext-link-type="uri" xlink:href="https://ds.iris.edu/wilber3/find_event">https://ds.iris.edu/wilber3/find_event</ext-link> (last accessed October 2023). Certain figures were generated using the Generic Mapping Tools (GMT; <ext-link ext-link-type="uri" xlink:href="https://www.generic-mapping-tools.org/">https://www.generic-mapping-tools.org/</ext-link>).</p>
</ack>
<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>
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