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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1214686</article-id>
<article-id pub-id-type="doi">10.3389/feart.2023.1214686</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>Adaptive linear inversion of Moho topography in the Tibetan Plateau by combining gravity and seismic data</article-title>
<alt-title alt-title-type="left-running-head">Yu 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.2023.1214686">10.3389/feart.2023.1214686</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yu</surname>
<given-names>Hangtao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2120474/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Haopeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2429246/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Chuang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1973342/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jinbo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2191139/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chai</surname>
<given-names>Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2609588/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jian</surname>
<given-names>Guangyu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2191130/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2608672/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Ming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2097685/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Qiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2608716/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tu</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2609152/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Guangzhou Marine Geological Survey</institution>, <institution>China Geological Survey</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Geodesy and Geomatics Engineering</institution>, <institution>School of Civil and Transportation Engineering</institution>, <institution>Guangdong University of Technology</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Key Laboratory of Marine Mineral Resources</institution>, <institution>Ministry of Natural Resources</institution>, <institution>Guangzhou Marine Geological Survey</institution>, <institution>China Geological Survey</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>National Engineering Research Center for Gas Hydrate Exploration and Development</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Cross Research Institute of Ocean Engineering Safety and Sustainable Development, Guangdong University of Technology</institution>, <addr-line>Guangzhou</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/88282/overview">Juergen Pilz</ext-link>, University of Klagenfurt, Austria</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/2303429/overview">Huai Zhang</ext-link>, University of Chinese Academy of Sciences, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1348964/overview">Nuno Afonso Dias</ext-link>, Lisbon Higher Institute of Engineering (ISEL), Portugal</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2556637/overview">Afonso Loureiro</ext-link>, Ag&#xea;ncia Regional para o Desenvolvimento da Investiga&#xe7;&#xe3;o Tecnologia e Inova&#xe7;&#xe3;o (ARDITI), Portugal</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Haopeng Chen, <email>hpchen@gdut.edu.cn</email>; Chuang Xu, <email>chuangxu@gdut.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1214686</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>12</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yu, Chen, Xu, Li, Chai, Jian, Zhang, Xu, Zhao and Tu.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yu, Chen, Xu, Li, Chai, Jian, Zhang, Xu, Zhao and Tu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The Tibetan Plateau is a region where the Indian and Asian-European plates collide. A high-precision Moho topography model is important for the study of plate motion and internal tectonics of the Tibetan Plateau. However, previous gravity-based models failed in representing adequately the Moho topography because crustal effects and biases in the inversion parameters were not fully considered. To address these issues, we extracted the gravity effect caused by the crust using wavelet multi-scale analysis, and used an adaptive linear inversion method with available gravity and seismic data to estimate more accurate inversion parameters. With these two improvements, we inverted for a high-precision Moho topography model of the Tibetan Plateau. The results show that the majority of the Tibetan Plateau has a Moho depth of 60&#x2013;70&#xa0;km. The Moho depth in the center of the Qaidam Basin is about 50&#xa0;km, and the Moho topography between the east and west of the basin has obvious undulations. The Moho depth of the Tarim Basin ranges from 38&#x2013;50&#xa0;km. While the undulation of Moho is limited in the center of the basin, obvious uplifts are shown in northern and southern basin. The plate driving force between the Tibetan Plateau and the Tarim Basin may be the primary cause of this phenomenon. By comparing the difference with the seismic data, we found that the RMS of our model is 2.8&#xa0;km smaller than that of the CRUST 1.0 model, which shows that our model is more accurate.</p>
</abstract>
<kwd-group>
<kwd>Moho topography</kwd>
<kwd>Tibetan Plateau</kwd>
<kwd>gravity inversion</kwd>
<kwd>adaptive linear inversion</kwd>
<kwd>wavelet multi-scale analysis</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Environmental Informatics and Remote Sensing</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The Tibetan Plateau (TP) is the highest and largest plateau on the Earth, and most area of the plateau has height larger than 4&#xa0;km (<xref ref-type="fig" rid="F1">Figure 1</xref>). Due to the collision between the Eurasian and Indian plates, the TP has undergone complex tectonic evolution for 50 million years, and is an ideal region to study plate tectonics, continental collision, and orogeny (<xref ref-type="bibr" rid="B23">Molnar and Tapponnier, 1975</xref>; <xref ref-type="bibr" rid="B34">Tapponnier et al., 1982</xref>; <xref ref-type="bibr" rid="B29">Royden et al., 2008</xref>; <xref ref-type="bibr" rid="B5">Gao et al., 2013</xref>; <xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B46">Xu et al., 2020</xref>). The geometry and trend of the Moho discontinuity provide crucial insights for understanding these internal tectonic phenomena (<xref ref-type="bibr" rid="B5">Gao et al., 2013</xref>; <xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Wan et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The topography and primary tectonic elements of TP (modified from <xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>). The red solid lines represent the faults, the black dashed lines are the boundaries of the tectonic blocks. There are several tectonic blocks distributed on the TP from north to south, namely the Qaidam Block (QDB), Kunlun Block (KB), Qiangtang Block (QTB), Lhasa Block (LB), and Himalayan Block (HB). There are also several fault zones in the region, including the Jiali Fault (JF), Manyi-Yushu-Xianshuihe Fault (MF), Kunlun Fault (KF), Haiyuan Fault (HF), Altyn Tagh Fault (AF), Longmenshan Fault (LF). In addition, there are Tarim Basin (TB), Qaidam Basin (QB), Sichuan Basin (SB), Yunnan-Guizhou Plateau (YGP), Tianshan Mountains (TM), Western Kunlun Mountains (WKM) and other formations in the region.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g001.tif"/>
</fig>
<p>Currently, two primary methods are used to study the Moho topography of the TP: seismic methods and gravity methods. Seismic methods, such as seismic reflection and refraction analysis, have yielded many results (<xref ref-type="bibr" rid="B12">Kao et al., 2001</xref>; <xref ref-type="bibr" rid="B13">Kind et al., 2002</xref>; <xref ref-type="bibr" rid="B54">Zhang and Klemperer, 2005</xref>; <xref ref-type="bibr" rid="B55">Zhao et al., 2006</xref>; <xref ref-type="bibr" rid="B53">Zhang et al., 2007</xref>; <xref ref-type="bibr" rid="B50">Yang et al., 2011</xref>; <xref ref-type="bibr" rid="B25">Obrebski et al., 2012</xref>; <xref ref-type="bibr" rid="B38">Tian et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Koulakov et al., 2015</xref>). However, due to the sparse distribution of seismic stations, the Moho topography obtained by seismic methods can only be locally accurate. In comparison, gravity methods can achieve high resolution models over large scales. Several scholars used gravity methods to study the Moho topography of the TP (<xref ref-type="bibr" rid="B6">Hao et al., 2014</xref>; <xref ref-type="bibr" rid="B4">Chen and Tenzer, 2017</xref>; <xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Wan et al., 2019</xref>; <xref ref-type="bibr" rid="B47">Xuan and Jin, 2022</xref>). <xref ref-type="bibr" rid="B6">Hao et al. (2014)</xref> calculated the crustal thickness of the TP based on the EGM2008 and CRUST 2.0 models, and found that the crustal thickness of the TP ranges from 50 to 75&#xa0;km. <xref ref-type="bibr" rid="B4">Chen and Tenzer (2017)</xref> proposed a spatial domain Moho modeling method to calculate the Moho topography of the TP with constant and variable densities. <xref ref-type="bibr" rid="B39">Wan et al. (2019)</xref> proposed an inversion algorithm based on orbital gravity gradient data to calculate the Moho topography of the TP, concluding that its deepest Moho discontinuity is close to 70&#xa0;km. <xref ref-type="bibr" rid="B47">Xuan and Jin (2022)</xref> obtained the Moho topography of the TP based on separated regional and local gravity anomalies, showing that the Moho depths in the central and western parts of the TP exhibit a clear north-to-south variation. Although the gravity method has produced significant results, there are certain limitations in the precision of inversion results. This is due to the fact that the signals do not take into account the crust influences, and the inversion parameters (mean Moho depth and crust-mantle density contrast) are imprecise. Therefore, there is an urgent need for a new method to determine inversion parameters to obtain a more accurate Moho topography model of the TP.</p>
<p>Wavelet multi-scale analysis has been proved to be one effective method to separate material signals at different field source depths (<xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>). Therefore, we used wavelet multi-scale analysis to separate the gravity signals from the different layers within the TP, and then we subtracted the signals brought by the crust. In addition, <xref ref-type="bibr" rid="B17">Li et al. (2022)</xref> presented a novel gravity inversion method for determining Moho topography. This method is grounded on the linear correlation between the depth of Moho discontinuity at established control points and corresponding gravity observations. By leveraging this relationship, a more accurate estimation of the density contrast of the Moho topography is achieved, thereby significantly enhancing the reliability of Moho topography inversion result. Combining gravity and seismic data, we adopted the adaptive linear inversion method proposed by <xref ref-type="bibr" rid="B17">Li et al. (2022)</xref> to determine the inversion parameters and invert for the Moho topography model of the TP. We verified the correctness of the model by comparing it with the results of the previous studies. Finally, the tectonic features of the Moho topography in this region was further revealed, which could provide possible clues for plate motions, tectonic evolution and other related studies.</p>
</sec>
<sec id="s2">
<title>2 Data</title>
<p>The study area of this paper is the TP (latitude and longitude range from 20&#xb0;N to 45&#xb0;N, 75&#xb0;E to 110&#xb0;E), which is located at the junction of the Eurasian plate and the Indian plate. The collisions of the two plates have formed complex tectonic features in TP (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<p>In this paper, three main open data sets are used: free-air gravity anomalies, topography, and sediment thickness. The free-air gravity anomaly data is from the XGM 2019e_2159 model published by <xref ref-type="bibr" rid="B58">Zingerle et al. (2020)</xref> with a spatial resolution of 5&#x2032;&#xd7;5&#x2032;. The topographic data is from the Earth2014 model published by <xref ref-type="bibr" rid="B9">Hirt and Rexer (2015)</xref> with a spatial resolution of 1&#x2032;&#xd7; 1&#x2032;(<xref ref-type="fig" rid="F1">Figure 1</xref>). The sediment layer thickness is from the CRUST 1.0 model published by <xref ref-type="bibr" rid="B15">Laske et al. (2013)</xref> with a spatial resolution of 1&#xb0;&#xd7; 1&#xb0;, which will be used for the sediment layer correction in the following.</p>
<p>Utilizing the XGM 2019e_2159 gravity field model as a foundation, we derived the free-air gravity anomalies of TP with a solution height set at 10&#xa0;km (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Notably, the free-air gravity anomalies ranges from &#x2212;116 to 121&#xa0;mGal, and high gravity anomalies predominantly concentrated in the southwestern TP. To further analyze the impact of topography, we employed the Earth2014 model to determine the corresponding gravitational effect resulting from the topographic distribution (<xref ref-type="fig" rid="F2">Figure 2D</xref>). By subtracting the topographic gravity effect from the free-air gravity anomalies, we obtained the Bouguer gravity anomalies of the TP (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Free air gravity anomalies of the TP. <bold>(B)</bold> Sediment layer thickness. <bold>(C)</bold> Gravity effect corresponding to the sediment layer thickness. <bold>(D)</bold> Gravity effect corresponding to the topography.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Bouguer gravity anomalies of the TP.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g003.tif"/>
</fig>
<p>The Bouguer gravity anomalies in the study area have significant lateral variations, ranging from &#x2212;615 to 15&#xa0;mGal (<xref ref-type="fig" rid="F3">Figure 3</xref>). The TP generally exhibits a negative gravity anomaly distribution with values ranging from &#x2212;615 to &#x2212;400&#xa0;mGal in the majority of the region, while the gravity anomaly values in QDB range from &#x2212;500 to &#x2212;300&#xa0;mGal. The KB and LB exhibit gravity anomalies ranging from &#x2212;500 to &#x2212;400&#xa0;mGal in most regions, and the regions with lowest gravity anomalies are mainly located in the QTB. The Bouguer gravity anomalies in the HB exhibit significant variation, ranging from &#x2212;400 to 0&#xa0;mGal, and gradually increase from north to south. Apart from the TP, the Bouguer gravity anomalies in the TB and SB exhibit a more uniform distribution, with values ranging from around &#x2212;200&#xa0;mGal in the TB to around &#x2212;100&#xa0;mGal in the SB. It is apparent that the Bouguer gravity anomalies distribution in the TP exhibit a clear negative correlation with the topography, demonstrating a generalized low gravity anomaly phenomenon. The QTB has the lowest gravity anomaly, while the HB has the highest gravity anomaly.</p>
<p>Upon obtaining the Bouguer gravity anomalies of the TP (<xref ref-type="fig" rid="F3">Figure 3</xref>), it is imperative to account for the influence excerted by the sedimentary layers and subsequently deduct them from the Bouguer gravity anomalies. <xref ref-type="fig" rid="F2">Figure 2B</xref> reveals the sedimentary layer thickness distribution within the TP, which was derived from the CRUST1.0 model. Adopting the forward method proposed by <xref ref-type="bibr" rid="B26">Parker (1973)</xref> and <xref ref-type="bibr" rid="B44">Wu (2016)</xref>, we calculated the gravity effect exerted by these sedimentary layers (<xref ref-type="fig" rid="F2">Figure 2C</xref>). After subtracting this gravity effect, we are able to obtain the sediment-free gravity anomaly, which is the basis for the wavelet multi-scale analysis later on and the signal source for the Moho topographic inversion.</p>
</sec>
<sec sec-type="methods" id="s3">
<title>3 Methodology</title>
<p>The inversion flow diagram is illustrated in <xref ref-type="fig" rid="F4">Figure 4</xref>, comprising two main parts. One is the wavelet multi-scale analysis, which is used to extract the gravitational signals necessary for inverting the Moho topography. The other is the adaptive linear inversion, which is used to estimate the optimal parameters and iteratively invert for the Moho topography of the TP.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Inversion flow.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g004.tif"/>
</fig>
<sec id="s3-1">
<title>3.1 Wavelet multi-scale analysis</title>
<p>Wavelet multi-scale analysis has two steps. Step1: The gravity anomaly is a comprehensive signal of all the materials in the TP. In order to more accurately invert the Moho topography of the TP, we need to separate the gravity anomalies and deduct the gravity effects from the crust. <xref ref-type="bibr" rid="B20">Mallat (1989)</xref> proposed the theory of wavelet transform for separating the signals in different frequency bands. Therefore, we use wavelet multi-scale analysis to separate the gravity anomaly signal of the TP and obtain wavelet details (high-frequency signal) <inline-formula id="inf1">
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<mml:mo>,</mml:mo>
<mml:mi mathvariant="normal">&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mi>J</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3d5;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi mathvariant="normal">&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <inline-formula id="inf3">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mi>s</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the sediment-free gravity anomalies, <inline-formula id="inf4">
<mml:math id="m5">
<mml:mrow>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the order, <inline-formula id="inf5">
<mml:math id="m6">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3d5;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3bb;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> are the residual latitude and longitude, respectively; <inline-formula id="inf7">
<mml:math id="m8">
<mml:mrow>
<mml:mi>J</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the maximum order, which is set to 8 in this paper for separating the gravity signals relating to the Moho topography effectively.</p>
<p>Step 2: The prerequisite for extracting the gravity signals relating to the Moho topography is to determine the stratigraphy corresponding to different orders of wavelet detail signals, which requires knowing the depth of different signals. Therefore, we estimate the field source depth <inline-formula id="inf8">
<mml:math id="m9">
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> corresponding to different order wavelet detail signals <inline-formula id="inf9">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi mathvariant="normal">&#x3d5;</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi mathvariant="normal">&#x3bb;</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> using the power spectrum method (<xref ref-type="bibr" rid="B32">Spector and Grant, 1970</xref>), as shown in Eq. <xref ref-type="disp-formula" rid="e2">2</xref>:<disp-formula id="e2">
<mml:math id="m11">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
<mml:mi mathvariant="normal">&#x3c0;</mml:mi>
<mml:mo>&#x394;</mml:mo>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <inline-formula id="inf10">
<mml:math id="m12">
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the power spectrum, <inline-formula id="inf11">
<mml:math id="m13">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the wave number, and <inline-formula id="inf12">
<mml:math id="m14">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> is the variability.</p>
</sec>
<sec id="s3-2">
<title>3.2 Adaptive linear inversion</title>
<p>Adaptive linear inversion also has two steps. Step1: After obtaining the gravity signals relating to the Moho topography, we need to determine the inversion parameters, i.e., the average Moho depth and the crust-mantle density contrast. Previously, regarding the selection of these parameters, most scholars did not consider constraining them with seismic data, or used seismic data constraints but did not consider the existence of systematic bias, which has a more obvious impact on the accuracy of Moho topography inversion results (<xref ref-type="bibr" rid="B45">Xu et al., 2017</xref>; <xref ref-type="bibr" rid="B47">Xuan and Jin, 2022</xref>). Therefore, based on the existing seismic control points (Test points in <xref ref-type="fig" rid="F7">Figure 7</xref>), we adopt the improved unbiased estimation method proposed by <xref ref-type="bibr" rid="B17">Li et al. (2022)</xref> to compute a more accurate average Moho depth and crust-mantle density contrast. Firstly, we introduce systematic deviations <inline-formula id="inf13">
<mml:math id="m15">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>&#x3c1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mo>&#x2212;</mml:mo>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf14">
<mml:math id="m16">
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the true crust-mantle density contrast, <inline-formula id="inf15">
<mml:math id="m17">
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the estimated crust-mantle density contrast) and <inline-formula id="inf16">
<mml:math id="m18">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:mi>m</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mo>&#x2212;</mml:mo>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf17">
<mml:math id="m19">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the true Moho topography depth, <inline-formula id="inf18">
<mml:math id="m20">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is the estimated Moho topography depth) to calculate the average Moho depth <inline-formula id="inf19">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, as shown in Eq. <xref ref-type="disp-formula" rid="e3">3</xref>:<disp-formula id="e3">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>p</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <inline-formula id="inf20">
<mml:math id="m23">
<mml:mrow>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> is the gravity anomaly at the control point, <inline-formula id="inf21">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the true Moho topography depth at the control point, and <inline-formula id="inf22">
<mml:math id="m25">
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the linear slope between the gravity anomaly and the Moho topography depth at the control point. Unlike the linear regression method used by <xref ref-type="bibr" rid="B17">Li et al. (2022)</xref>, we use a robust linear regression method to estimate the average Moho depth <inline-formula id="inf23">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B10">Holland and Welsch, 1977</xref>) because the Moho topography depths of some seismic control points in this paper may have large deviations from the true values. On this basis, the true value of the crust-mantle density contrast <inline-formula id="inf24">
<mml:math id="m27">
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> is determined, as shown in Eqs. <xref ref-type="disp-formula" rid="e4">4</xref>, <xref ref-type="disp-formula" rid="e5">5</xref>:<disp-formula id="e4">
<mml:math id="m28">
<mml:mrow>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mo>&#x22c5;</mml:mo>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mo>,</mml:mo>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>where<disp-formula id="e5">
<mml:math id="m29">
<mml:mrow>
<mml:mo>&#x394;</mml:mo>
<mml:msub>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mo>,</mml:mo>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi mathvariant="normal">&#x3c0;</mml:mi>
<mml:mi>G</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
<inline-formula id="inf25">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mi>F</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mo>,</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> denotes the forward gravity anomaly of per unit density <inline-formula id="inf26">
<mml:math id="m31">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf27">
<mml:math id="m32">
<mml:mrow>
<mml:mi>G</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the Newtonian gravitational constant, and <inline-formula id="inf28">
<mml:math id="m33">
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mover accent="true">
<mml:mi>m</mml:mi>
<mml:mo>&#x5e;</mml:mo>
</mml:mover>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>p</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula> is the error term of the Moho topography depth at the control point. Using the robust linear regression method to solve Eq. <xref ref-type="disp-formula" rid="e4">4</xref>, the true value of the crust-mantle density contrast <inline-formula id="inf29">
<mml:math id="m34">
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> can be obtained.</p>
<p>Step 2: After determining the average Moho depth and the crust-mantle density contrast, we use the iterative method proposed by <xref ref-type="bibr" rid="B2">Bott (1960)</xref> to invert for the Moho topography of the TP. Its initial model is shown in Eq. <xref ref-type="disp-formula" rid="e6">6</xref>:<disp-formula id="e6">
<mml:math id="m35">
<mml:mrow>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:msup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>b</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:msup>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi mathvariant="normal">&#x3c0;</mml:mi>
<mml:mi>G</mml:mi>
<mml:mover accent="true">
<mml:mi mathvariant="normal">&#x3c1;</mml:mi>
<mml:mo>&#x223c;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>z</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>where <inline-formula id="inf30">
<mml:math id="m36">
<mml:mrow>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mn>0</mml:mn>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is the initial model of the interface depth. Then, we literately use the improved equation proposed by <xref ref-type="bibr" rid="B31">Santos et al. (2015)</xref>, as shown in Eq. <xref ref-type="disp-formula" rid="e7">7</xref>:<disp-formula id="e7">
<mml:math id="m37">
<mml:mrow>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:msup>
<mml:mi>m</mml:mi>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
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</p>
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</p>
<p>Where <inline-formula id="inf35">
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<label>(9)</label>
</disp-formula>
</p>
<p>In summary, the method consists two steps. The first step is to estimate the optimal crust-mantle density contrast and average Moho depth based on the linear relationship between seismic points and gravity observations. The second step is to modify the Moho model by several iterations to reduce the discrepancy between its forward gravity effect and the gravity observations. Until the RMS of the discrepancy is less than a threshold, the iterations are stopped and the Moho topography model is obtained.</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>4 Results</title>
<sec id="s4-1">
<title>4.1 Gravity anomalies from the Moho topography</title>
<p>In order to derive precise inversion parameters for Moho topography, it is essential to extract the gravity anomaly signal originating from the Moho discontinuity. Based on the sediment-free gravity anomalies, we use Eq. <xref ref-type="disp-formula" rid="e1">1</xref> to extract wavelet details of different orders (the wavelet base used is &#x201c;coif3&#x201d;). The resulting wavelet details are illustrated in <xref ref-type="fig" rid="F5">Figure 5</xref>. By employing Eq. <xref ref-type="disp-formula" rid="e2">2</xref>, mean field depths were estimated and are presented in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Decomposed gravity anomalies D1&#x2013;D8 in TP.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g005.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The average field source depth corresponding to different orders of gravity signals.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Order</th>
<th align="center">D1</th>
<th align="center">D2</th>
<th align="center">D3</th>
<th align="center">D4</th>
<th align="center">D5</th>
<th align="center">D6</th>
<th align="center">D7</th>
<th align="center">D8</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Depth(km)</td>
<td align="center">2.98</td>
<td align="center">8.62</td>
<td align="center">12.33</td>
<td align="center">30.43</td>
<td align="center">39.93</td>
<td align="center">52.02</td>
<td align="center">82.14</td>
<td align="center">104.16</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Comparisons between <xref ref-type="fig" rid="F5">Figure 5</xref> and <xref ref-type="table" rid="T1">Table 1</xref> indicate that at D7, the mean field source depth is determined to be 82.14 km, with corresponding gravity anomaly values ranging from &#x2212;40 to 40&#xa0;mGal. The observed strong gravity anomalies are likely originating from materials close to the Moho discontinuity. In addition, D6 corresponds to a depth of 52.02&#xa0;km, which is similar to the average Moho depth of the TP derived by previous studies. Therefore, we consider D1 to D6 as gravity signals brought by the crust. After deducting D1&#x223c;D6, the remaining 6th-order wavelet approximation A6 is the gravity signal corresponding to the Moho topography of the TP, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>The 6th-order wavelet approximation A6 of the sediment-free gravity anomalies.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g006.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Moho topography inversion parameters</title>
<p>Initially, a group of seismic control points were selected based on previous studies (<xref ref-type="bibr" rid="B40">Wang et al., 2008a</xref>; <xref ref-type="bibr" rid="B41">Wang et al., 2008b</xref>; <xref ref-type="bibr" rid="B52">Zhang et al., 2009</xref>; <xref ref-type="bibr" rid="B7">Hazarika et al., 2013</xref>; <xref ref-type="bibr" rid="B19">Liu et al., 2014</xref>; <xref ref-type="bibr" rid="B30">Saikia et al., 2016</xref>; <xref ref-type="bibr" rid="B24">Murodov et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Mandal et al., 2021</xref>). The spatial distribution of these points and their corresponding Moho depths are illustrated in <xref ref-type="fig" rid="F7">Figure 7</xref>. These control points are categorized into two groups: test points and validation points. The test points are utilized for the calculation of hyperparameters, i.e., the average Moho depth and the crust-mantle density contrast. The validation points are used to compare the inverted Moho model with the CRUST 1.0 model. It shows that the seismic control points are densely concentrated in the central, western, eastern, and southern regions of the TP. However, there is few seismic control points in the northern region. Despite the limited coverage of seismic control points across the TP, their absence in the northern region has minimal influence on the computation of hyperparameters.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Distribution of seismic control points. Triangles are test points for calculating hyperparameters, circles are validation points for verifying the inversion results. The color bar shows the Moho depth.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g007.tif"/>
</fig>
<p>To extract the gravity anomalies at the control points, we conduct a matching process between the latitude and longitude coordinates of the control points and their corresponding locations indicated in <xref ref-type="fig" rid="F6">Figure 6</xref>. Subsequently, Eq. <xref ref-type="disp-formula" rid="e3">3</xref> is applied to establish the linear relationship between the depths of the control points and the associated gravity anomalies. This analysis yields an average Moho depth of 47.7604 km, as shown in <xref ref-type="fig" rid="F8">Figure 8A</xref>. Additionally, <xref ref-type="fig" rid="F8">Figure 8B</xref> is obtained by utilizing Eq. <xref ref-type="disp-formula" rid="e4">4</xref>, which led to a calculated crust-mantle density contrast of 0.5038&#xa0;g/cm&#xb3;.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Hyperparameters estimation with seismic data. <bold>(A)</bold> Moho depth-observed gravity relation. <bold>(B)</bold> Accurate estimation of Moho density contrast by robust regression.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g008.tif"/>
</fig>
</sec>
<sec id="s4-3">
<title>4.3 Moho topography in the TP</title>
<p>Under the constraint of seismic control points, we calculate the hyperparameters more accurately. Specifically, the calculated average Moho depth and crust-mantle density contrast are 47.7604&#xa0;km and 0.5038&#xa0;g/cm<sup>3</sup>, respectively. Using the iterative inversion of Eqs <xref ref-type="disp-formula" rid="e6">6</xref>, <xref ref-type="disp-formula" rid="e7">7</xref>, the Moho topography of the TP was then calculated, as illustrated in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Moho topography of the TP.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g009.tif"/>
</fig>
<p>In order to visualize the variation of Moho discontinuity and topography, three different profiles (A-B, C-D and E-F) are chosen in QB, TB and the southern region of the TP, respectively. The coordinates of points A, B, C, D, E and F are (38.5&#xb0;N, 92&#xb0;E), (36.5&#xb0;N, 97.5&#xb0;E), (37&#xb0;N, 82&#xb0;E), (41.5&#xb0;N, 82&#xb0;E), (25&#xb0;N, 85&#xb0;E) and (30&#xb0;N, 90&#xb0;E), respectively. The corresponding Moho discontinuity and topography for the three profiles are shown in <xref ref-type="fig" rid="F10">Figure 10</xref>. Our model is compatible with CRUST1.0, but is able to resolve finer structures. Furthermore, the Moho depth of our model correlates well with the topography (<xref ref-type="fig" rid="F10">Figure 10C</xref>). For the profile EF, the correlation coefficient between the Moho depth of our model and the topography is 0.955. In comparison, the correlation coefficient between the Moho depth of CRUST1.0 model and the topography is 0.832.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Moho topography of profiles AB <bold>(A)</bold>, CD <bold>(B)</bold> and EF <bold>(C)</bold>. The horizontal axis denotes the distance, while the vertical axis represents the height/depth. In each figure, the green line is the Moho topography of our model, the red line is the Moho topography of the CRUST1.0 model, and the blue line is the topography.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g010.tif"/>
</fig>
<p>The study area exhibits varying Moho depths, ranging from 19.8 to 72.7 km, with an average depth of 47.4&#xa0;km. Specifically, LB, QTB, and KB regions typically demonstrate Moho depths within the range of 60&#x2013;70&#xa0;km, while QDB displays a broader range from 45 to 70&#xa0;km, with depths near the center of QB reaching 50&#xa0;km. In <xref ref-type="fig" rid="F10">Figure 10A</xref>, the Moho topography of profile A-B is depicted, revealing depth values ranging from &#x2212;55 to &#x2212;46.6 km, which aligns with the findings reported by <xref ref-type="bibr" rid="B36">Teng et al. (1995)</xref>. Notably, the central region of QB exhibits an elevated Moho topography compared to its surroundings. In contrast, TB is observed as independent of the TP, as indicated by <xref ref-type="bibr" rid="B3">Burchfiel et al. (1989)</xref>. <xref ref-type="fig" rid="F9">Figure 9</xref> illustrates that the TB has Moho depths ranging from 38 to 50&#xa0;km, with minimal Moho deformation within the basin and overall insignificant undulations. These characteristics can be attributed to TB&#x2019;s low-temperature thermal structure and greater lithospheric strength, as suggested by <xref ref-type="bibr" rid="B42">Wang (2001)</xref> and <xref ref-type="bibr" rid="B33">Sun et al. (2013)</xref>. The Moho topography of profile C-D exhibits depths ranging from &#x2212;48.3 to &#x2212;38&#xa0;km. The central region of TB shows Moho depth at approximately &#x2212;47 km, while the margins of the TB display depths at around &#x2212;40&#xa0;km. Notably, the Moho on both the north and south sides of TB has experienced uplift compared to the center. Apart from WKM and TM in the north, the HB region is greatly influenced by plate compression (<xref ref-type="bibr" rid="B1">Aitchison et al., 2007</xref>). <xref ref-type="fig" rid="F9">Figure 9</xref> shows that the Moho depths in the HB ranging from 30 to 70&#xa0;km, exhibiting more intense Moho relief. Moreover, the mantle in the southwestern part of the HB is uplifted to an average depth of about 35&#xa0;km. The Moho topography of profile E-F shows depth values ranging from &#x2212;64.5 to &#x2212;34.4&#xa0;km.</p>
<p>In this study, the CRUST 1.0 model is utilized as a primary Moho topography model. The study area exhibits Moho depths ranging from 26.5&#xa0;km to 80.0 km, with an average depth of 49.8&#xa0;km. Notably, the Moho discontinuity in central TP is deeper than that in surrounding areas. Specifically, LB, QTB, and KB demonstrate Moho depths at approximately 75&#xa0;km, while QDB exhibits an elevated depth of around 55&#xa0;km. It is important to highlight that the CRUST 1.0 model inadequately determines the position of the undulating boundary due to its limited spatial resolution. This limitation is also evident in the WKM, TM, AF, HF, and LF regions. Furthermore, it illustrates that the Moho topographic uplift observed in TB and QB is not adequately represented in the CRUST 1.0 model.</p>
<p>To validate the accuracy of the Moho topography model, we compare our model, the CRUST 1.0 model (<xref ref-type="fig" rid="F11">Figure 11A</xref>) and Xu et al.&#x27;s model (<xref ref-type="fig" rid="F11">Figure 11B</xref>) with the seismic validation points, as shown in <xref ref-type="table" rid="T2">Table 2</xref>. The maximum and minimum differences between the CRUST 1.0 model and the validation points (C-V) are 2.3 and &#x2212;12.8&#xa0;km, respectively. The maximum and minimum differences between Xu et al.&#x27;s model and the validation points (X-V) are 2.0 and &#x2212;13.6&#xa0;km, respectively. Meanwhile, the maximum and minimum differences between the Moho topography model in this study and the validation points (T-V) are 4.8 and &#x2212;4.4&#xa0;km, respectively. These results demonstrate that our Moho topography model closely aligns with the validation points. Furthermore, the root mean square (RMS) values of the C-V, X-V and T-V are 5.8&#xa0;km, 6.4&#xa0;km and 3.0&#xa0;km, respectively. The nearly twofold difference between these two RMS values further confirms that our Moho topography model is more accurate than the CRUST 1.0 model.</p>
<fig id="F11" position="float">
<label>FIGURE 11</label>
<caption>
<p>Moho topography of CRUST1.0 model <bold>(A)</bold> and <xref ref-type="bibr" rid="B45">Xu et al. (2017)</xref> <bold>(B)</bold>.</p>
</caption>
<graphic xlink:href="feart-11-1214686-g011.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Statistics of the Moho depth differences between this study and CRUST1.0 (unit: km). MAX, MIN, MEAN, STD, and RMS are the maximum, minimum, average, standard deviation and root mean square, respectively.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Statistics</th>
<th align="left">MAX (km)</th>
<th align="left">MIN (km)</th>
<th align="left">MEAN (km)</th>
<th align="left">RMS (km)</th>
<th align="left">STD (km)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">This study (T)</td>
<td align="left">72.7</td>
<td align="left">19.8</td>
<td align="left">47.4</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">CRUST 1.0 (C)</td>
<td align="left">80.0</td>
<td align="left">26.5</td>
<td align="left">49.8</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">
<xref ref-type="bibr" rid="B45">Xu et al. (2017)</xref> (X)</td>
<td align="left">77.2</td>
<td align="left">23.4</td>
<td align="left">49.8</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">Validation points (V)</td>
<td align="left">68.0</td>
<td align="left">53.4</td>
<td align="left">59.9</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
</tr>
<tr>
<td align="left">C-V</td>
<td align="left">2.3</td>
<td align="left">&#x2212;12.8</td>
<td align="left">&#x2212;4.4</td>
<td align="left">5.8</td>
<td align="left">3.9</td>
</tr>
<tr>
<td align="left">X-V</td>
<td align="left">2.0</td>
<td align="left">&#x2212;13.6</td>
<td align="left">&#x2212;4.2</td>
<td align="left">6.4</td>
<td align="left">5.0</td>
</tr>
<tr>
<td align="left">T-V</td>
<td align="left">4.8</td>
<td align="left">&#x2212;4.4</td>
<td align="left">0.3</td>
<td align="left">3.0</td>
<td align="left">3.0</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>5 Discussions</title>
<p>The internal structure of the QB needs to be discussed. <xref ref-type="bibr" rid="B49">Yang et al. (2021)</xref> proposed a distinct Conrad and Moho discontinuity between the eastern and western parts of QB, which is corroborated by <xref ref-type="fig" rid="F9">Figure 9</xref> and <xref ref-type="fig" rid="F10">Figure 10A</xref>. Notably, there is visible Moho undulation between the southern sections of QB and KB. We suggest that this phenomenon is primarily attributed to the lateral heterogeneity of crustal strength in the region, leading to differential crustal deformation in QB and KB, as supported by the findings of <xref ref-type="bibr" rid="B57">Zhu and Helmberger (1998)</xref>. Additionally, the Moho undulation in the southern part of QB is significantly influenced by the down-plunging of the mantle lithosphere, as suggested by <xref ref-type="bibr" rid="B22">Meyer et al. (1998)</xref>, <xref ref-type="bibr" rid="B56">Zhou et al. (2006)</xref>, and <xref ref-type="bibr" rid="B51">Yin et al. (2008)</xref>. <xref ref-type="bibr" rid="B27">Pei et al. (2022)</xref> further highlight significant distinctions in the internal tectonics and physical properties between QB and TB. Specifically, the crust of QB exhibits lower plasticity in terms of strength and deformation, which extends from the basin perimeter to the center, as depicted in <xref ref-type="fig" rid="F9">Figure 9</xref>.</p>
<p>Regarding the junction between the southern side of TB and the northern part of TP (WKM and AF lineaments), <xref ref-type="bibr" rid="B16">Levin et al. (2013)</xref> proposed the existence of prominent upper-mantle anisotropy features at this location, with similar deformation directions observed within the upper mantle of the southern side of TB and the northern part of TP. <xref ref-type="bibr" rid="B28">Pusok and Kaus (2015)</xref> suggested that some of the plate driving forces generate gravitational potential, leading to the formation of the northern and southern ranges in TP and causing the upward uplift of the mantle, as also depicted in <xref ref-type="fig" rid="F10">Figure 10B</xref>. Therefore, we conclude that the plate driving forces between the TP and TB result in the mantle uplift in the southern part of TB. However, due to the high structural hardness of the TB block, this plate driving force cannot sustain the continued uplift of the mantle in this region, leading to an east-west extensional deformation force. Furthermore, <xref ref-type="fig" rid="F9">Figure 9</xref> and <xref ref-type="fig" rid="F10">Figure 10B</xref> show that the Moho depth in the northern part of TB is approximately 41&#xa0;km, while the Moho depth of the TM is around 60&#xa0;km. <xref ref-type="bibr" rid="B11">Junmeng et al. (2003)</xref> suggested that the rapid uplift of TM is primarily caused by the northward subduction of the upper mantle of TB, which is highly consistent with the findings presented in <xref ref-type="fig" rid="F9">Figure 9</xref>. Thus, it is evident that TB&#x2019;s northward movement under the compression from the Indian plate, subducting near the TM, plays a significant role in the thickening of the TM&#x2019;s crust.</p>
<p>Previous studies (<xref ref-type="bibr" rid="B18">Li et al., 2014</xref>; <xref ref-type="bibr" rid="B8">He et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Mandal et al., 2021</xref>) provided evidence for the subduction of the Indian plate beneath the Eurasian plate, as indicated by the steep decrease in Moho topography within the range of 250&#x2013;420&#xa0;km from point E in <xref ref-type="fig" rid="F10">Figure 10C</xref>. Furthermore, <xref ref-type="fig" rid="F10">Figure 10C</xref> illustrates significant mantle uplift near HB and LB, located at distances of 250&#xa0;km and 570&#xa0;km from point E, respectively. The extent of uplift is more extensive in the LB with a covering distance of approximately 350&#xa0;km, while it spans approximately 180&#xa0;km in the HB. This nearly symmetrical phenomenon is suggested to be a result of the relative forces generated by the compression between the Indian and Eurasian plates, with variations in their impact due to differences in tectonic strength and other factors. <xref ref-type="fig" rid="F10">Figure 10C</xref> also shows that the uplift of the mantle correlates well with the uplift of the topography from point E to F, as well as near TM, WKM, and AF. It is speculated that the interplate forces alone are insufficient to sustain continuous mantle uplift, and a portion of these forces is dispersed, resulting in the uplift of the topography.</p>
<p>Furthermore, it is evident that HB and QDB exhibit significant Moho undulations, indicating their ongoing tectonic activity under the influence of plate motion. In contrast, the topography of Moho in LB, QTB and KB is not very undulating, and the influence of plate movement is not obvious. Due to the relatively weak lithospheric strength of QDB, it is speculated that KF is still moving northward. Additionally, AF may undergo lateral extension in the future due to the insufficient driving force and blockage of TB. <xref ref-type="bibr" rid="B37">Tian et al. (2021)</xref> argued that the crust of the Longxi Basin is hard and the expansion of the TP to the northeast is unlikely, which coincides with our Moho topography, and therefore the deformation of the HF is not drastic. The MF and JF have the Moho depth of 60&#xa0;km, and we suggest that both the thickening of Moho topography and the presence of the MF and JF are formed by the decoupling of the upper crust from the lower and middle crust in the central and southern TP, which is similar to the view of <xref ref-type="bibr" rid="B48">Xue et al. (2021)</xref>. <xref ref-type="bibr" rid="B35">Tapponnier et al. (2001)</xref> proposed that the interaction of faults and oblique tectonics is responsible for the unique Moho topography of the TP. Comparing the Moho topography, we categorize the faults into three kinds. The first type of faults, such as MF and JF, whose action does not result in significant undulation of the Moho topography on either side. The crust on both sides of this type of faults is of comparable hardness and more stable tectonics. The second type of faults, such as AF, HF, and LF, whose action results in a distinctly undulating Moho topography on both sides. In this case, the crust on the thin side is harder, and the extrusion of the soft crust side into the hard crust side results in this type of faults extending sideways instead of vertically. The third type of fault, such as KF, whose action causes the Moho topography to undulate on both sides, but the undulation is not significant. In this case, the crust is softer on the thin side and the hard crust side extrudes into the soft crust side, which results in strong deformation of the crust in the vicinity of the fault.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>6 Conclusion</title>
<p>In this paper, in order to obtain a more accurate Moho topography model of the TP, we make improvements in two aspects. On the one hand, the gravity effect brought by the crust is considered, and wavelet multi-scale analysis is utilized to eliminate its influence. On the other hand, an adaptive linear inversion method is used to estimate more accurate mean Moho depth and crust-mantle density contrast. On this basis, we invert for the Moho topography model of the TP. The Moho topography results show that the Moho depths in the study area are ranging from 19.8 to 72.7&#xa0;km. Among them, the Moho depths in the LB, QTB, and KB regions are generally in the range of 60&#x2013;70&#xa0;km, while the QDB is ranging from 45 to 70&#xa0;km, with depths of up to 50&#xa0;km close to the center of the QB. The Moho depths in the TB are ranging from 38 to 50&#xa0;km, and those in the HB are ranging from 30 to 70&#xa0;km. It shows that there are significant disparities in Moho topography distribution between QB and TB. Moreover, there are noticeable discontinuities in the Moho topography between the east and west of QB. There is limited Moho deformation in central TB, while Moho uplift is shown on the north and south sides of TB. Mantle uplift and topographic uplift can be observed near TM, WKM, AF, and HB. It is speculated that the interplate forces are inadequate to sustain the continued mantle uplift, and a portion of the forces transform into east-west extensional deformation, thereby causing the topographic uplift. In addition, our Moho model is more accurate than the CRUST 1.0 model as the RMS of our model is 2.8&#xa0;km less than that of the CRUST 1.0 model.</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/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>Conceptualization, CX; methodology, HY and CX; software, JL and GJ; validation, HY and HC; formal analysis, CX; investigation, YC and MX; data curation, JL and HY; writing&#x2014;original draft preparation, HY and CX; writing&#x2014;review and editing, HC and HY; visualization, HZ, QZ and JT; supervision, CX; project administration, CX; funding acquisition, HY. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (Grant Nos 42104136, 41974014, 42274004, 41804061), Science and Technology Projects in Guangzhou (Grant No. 202201011216), China Geological Survey (Grant No. DD20191007, DD20230649), and the Natural Science Foundation of Guangdong Province, China (Grant No. 2022A1515010396).</p>
</sec>
<ack>
<p>We are grateful to <xref ref-type="bibr" rid="B9">Hirt and Rexer (2015)</xref>, <xref ref-type="bibr" rid="B58">Zingerle et al. (2020)</xref> and <xref ref-type="bibr" rid="B15">Laske et al. (2013)</xref> for providing data for this experiment, and the figures in this paper were produced using the General Mapping Tool (<xref ref-type="bibr" rid="B43">Wessel et al., 2019</xref>).</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>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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