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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0"><?xmltex \makeatother\@nolinetrue\makeatletter?>
  <front>
    <journal-meta><journal-id journal-id-type="publisher">NHESS</journal-id><journal-title-group>
    <journal-title>Natural Hazards and Earth System Sciences</journal-title>
    <abbrev-journal-title abbrev-type="publisher">NHESS</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Nat. Hazards Earth Syst. Sci.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1684-9981</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/nhess-19-1779-2019</article-id><title-group><article-title>Three-dimensional inverse modeling of EM-LIN data for the exploration of coastal sinkholes in Quintana Roo, Mexico</article-title><alt-title>3-D inverse modeling of EM-LIN data for the exploration of coastal sinkholes</alt-title>
      </title-group><?xmltex \runningtitle{3-D inverse modeling of EM-LIN data for the exploration of coastal sinkholes}?><?xmltex \runningauthor{M.~A.~Perez-Flores et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Perez-Flores</surname><given-names>Marco A.</given-names></name>
          <email>mperez@cicese.mx</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Ochoa-Tinajero</surname><given-names>Luis E.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Villela y Mendoza</surname><given-names>Almendra</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Ensenada, Mexico</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Posgrado en Ciencias de la Tierra, CICESE, Ensenada, Mexico</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Universidad Autónoma de Baja California (UABC), Ensenada, Mexico</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Marco A. Perez-Flores (mperez@cicese.mx)</corresp></author-notes><pub-date><day>15</day><month>August</month><year>2019</year></pub-date>
      
      <volume>19</volume>
      <issue>8</issue>
      <fpage>1779</fpage><lpage>1787</lpage>
      <history>
        <date date-type="received"><day>20</day><month>June</month><year>2018</year></date>
           <date date-type="rev-request"><day>5</day><month>July</month><year>2018</year></date>
           <date date-type="rev-recd"><day>24</day><month>June</month><year>2019</year></date>
           <date date-type="accepted"><day>5</day><month>July</month><year>2019</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2019 Marco A. Perez-Flores et al.</copyright-statement>
        <copyright-year>2019</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019.html">This article is available from https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019.html</self-uri><self-uri xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019.pdf">The full text article is available as a PDF file from https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019.pdf</self-uri>
      <abstract><title>Abstract</title>
    <p id="d1e111">In the Yucatán Peninsula (YP), southern Mexico, cities and towns
are settled on a platform of calcareous sedimentary sequence, where karst
processes have formed numerous sinkholes, underground water conduits, and
caverns. Anthropogenic activities there threaten the only source of
freshwater supply, which is in a regional unconfined aquifer; there are no
lakes or rivers on the surface. For the sustainable management of this
resource in the YP, mathematical tools are needed in order to model
groundwater. To determine the geometry of the aquifer, for example the
positions of caves, sinkholes, and underground principal conduits, we
modified a software to invert three-dimensional electromagnetic
low-induction number (3-D EM-LIN) data for a set of profiles at arbitrary
angles. In this study we used the EM-LIN geophysical method to explore the
Chac-Mool sinkhole system in the state of Quintana Roo, Mexico. We performed
inverse modeling in 3-D using the EM-34 instrument for vertical and
horizontal magnetic dipoles. The 3-D inversion process yields models that
enable us to correlate the path of the underground principal conduits with
the subsurface electrical resistivity. In this work we show that inverse
modeling of EM-LIN data can give us information about how close to surface the underground water conduits and the location of the boundary between
fresh and salty water are.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

      <?xmltex \hack{\newpage}?>
<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e125">The main source of fresh water in the Yucatán Peninsula is a regional
unconfined karst aquifer that is constituted by sedimentary limestones
(Bauer-Gottwein et al., 2011). Karst aquifers are extremely vulnerable to
contaminants because of their high permeability and the peculiar turbulent
groundwater flow passing through karst conduits and caves (Worthington, 1999; Parise et al., 2015; Parise, 2019). Rapid population growth and coastal tourism in the state threaten the only source of freshwater supply in the peninsula.</p>
      <p id="d1e128">In order to guarantee the sustainable use of this groundwater resource
knowledge on the hydrogeological characteristics, such as geometry and
position, of caverns and sinkholes and the depth of the freshwater/saltwater
mixing zone (halocline), three-dimensional data inversion is needed.</p>
      <p id="d1e131">Sinkholes are natural geological features connecting the land surface with
underground karst terrains, and they are formed when rainwater dissolves
limestone, creating underground voids (Coškun, 2012). Two main groups of
sinkholes have been identified in the genetic classification (Williams,
2004; Gutierrez et al., 2008, 2014). The first group comprises solution sinkholes, which are formed by differential corrosion, lowering the ground surface where karst rocks are exposed. The second group comprises subsidence
sinkholes, which result from both subsurface dissolution and downward
gravitational movement.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1" specific-use="star"><?xmltex \currentcnt{1}?><label>Figure 1</label><caption><p id="d1e137">Study area: Chac-Mool sinkhole in the state of Quintana Roo, Mexico.</p></caption>
        <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f01.jpg"/>

      </fig>

      <p id="d1e146">In Quintana Roo many sinkholes, caverns, and underground water conduits have
been reported by scuba divers, and the Quintana Roo Speleological Survey has
produced an underground map of the Riviera Maya for tourism purposes.
However, geophysical techniques have rarely been applied as<?pagebreak page1780?> noninvasive
approaches to explore this area (Estrada-Medina et al., 2010; Gondwe et al.,
2010; Beauer-Gottwein et al., 2011). Electrical resistivity tomography has
proven effective for exploring karst areas (Ahmed and Carpenter, 2003;
Chalikakis et al., 2011); however, in the Quintana Roo region the lack of
soil on the hard limestone terrain has made placing electrodes a complicated
and time-consuming task, raising expenses for data collection. New
approaches to geophysical and coastal karst prospecting are therefore needed
to develop and maintain sustainability plans in the Yucatán Peninsula (YP).</p>
      <p id="d1e149">In this study we aim to explore a novel approach by using electromagnetic (EM) methods at low-induction numbers (LIN) and applying 3-D geophysical inverse modeling (Pérez-Flores et al., 2012) in order to set up a conceptual model of a sinkhole system and gain more knowledge on the geomorphology of the site. The methodology and results could be useful tools for the management of the Quintana Roo coastal zones, which is important for tourism and requires accurate information for prospect plans of development.</p>
      <p id="d1e152">We did not find references on the use of EM-LIN in karst systems, but we
found that the direct current (DC) and aero-TDEM (Time Domain
Electromagnetic Method) were used for the Sian Ka'an Biosphere Reserve by Supper et al. (2009). These authors performed EM-34 measurements, but they did not do any further processing, like performing geophysical inversion.</p>
<sec id="Ch1.S1.SS1">
  <label>1.1</label><title>Study area</title>
      <p id="d1e162">This research was carried out in the Yucatán Peninsula (YP), an area largely
dominated by karst landscape (Bauer-Gottwein et al., 2011). From the
geological point of view, the YP is constituted by a sequence of calcareous
sediments (Bonet and Butterlin, 1962) and is characterized by its flat
landform (no topography) and the absence of surface rivers. A review of the
YP karst aquifer is well described by Bauer-Gottwein et al. (2011), and an
extended description of coastal cave development is given by Smart et al. (2006).</p>
      <p id="d1e165">Our study area covers the Chac-Mool sinkhole and is 20 km south of Playa del
Carmen in the state of Quintana Roo (approximately 20<inline-formula><mml:math id="M1" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>30<inline-formula><mml:math id="M2" display="inline"><mml:msup><mml:mi/><mml:mo>′</mml:mo></mml:msup></mml:math></inline-formula>46.37<inline-formula><mml:math id="M3" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup></mml:math></inline-formula> N and 87<inline-formula><mml:math id="M4" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>14<inline-formula><mml:math id="M5" display="inline"><mml:msup><mml:mi/><mml:mo>′</mml:mo></mml:msup></mml:math></inline-formula>49.32<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>′</mml:mo><mml:mo>′</mml:mo></mml:mrow></mml:msup></mml:math></inline-formula> W) (Fig. 1). The area extends to 1 km<inline-formula><mml:math id="M7" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> and is fully covered by dense vegetation. The ground presents high secondary porosity. Annual precipitation there is around 1200 mm, and topography is a flat surface with a slope of 9 m a.s.l. (above sea level) within 20 km from the shoreline (CNA, 2016). The hydraulic gradient in the southern part of Playa del Carmen was estimated at 58–130 mm km<inline-formula><mml:math id="M8" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> (Beddows, 2004). Due to its proximity to the coast (2 km), the study area is penetrated by seawater. Water intrusion is dependent on tides and rainfall (Beddows, 2004). Chac-Mool is a sinkhole complex where two underground water conduits presumably connect the Little Brother sinkhole and the Air Dome sinkhole. The underground river pathways in some sections have been documented on maps made by scuba divers (Quintana Roo Speleological Survey), but other sections and vertical<?pagebreak page1781?> components remain unknown. The entire rock matrix is possibly saturated with fresh and brackish water in pores and small conduits. The apparent conductivity is high because it averages the matrix conductivity (low value) with the seawater conductivity (high value).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2" specific-use="star"><?xmltex \currentcnt{2}?><label>Figure 2</label><caption><p id="d1e252">EM survey on the Chac-Mool sinkhole. The numbered profiles cross the hidden underground water conduits. White lines mark the sinkholes.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f02.jpg"/>

        </fig>

</sec>
<sec id="Ch1.S1.SS2">
  <label>1.2</label><title>Electromagnetic survey</title>
      <p id="d1e269">In September 2015, we carried out a field survey over the study area. We
obtained seven profiles with the EM-34 (Geonics) instrument, which operates
within the LIN domain as described in McNeill (1980). The main reason for
using the EM-34 is that it can accurately obtain data in a more easy and
faster way in terrains with no soil, expediting field work in hard terrains.</p>
      <p id="d1e272">The basic principle consists in the transmission of an alternating current
of constant frequency (<inline-formula><mml:math id="M9" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>) through a coil, which generates a primary
electromagnetic field (<inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) that induces electrical
currents in the conductive bodies embedded in the subsoil (following
Faraday's law). A secondary electromagnetic field in the ground (<inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) is then generated by the conductive bodies.
These two fields differ in amplitude and phase, and they are detected by a
coil (receiver) that is separated by a distance <inline-formula><mml:math id="M12" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula> (m) from the transmitter. The induction number, <inline-formula><mml:math id="M13" display="inline"><mml:mi>N</mml:mi></mml:math></inline-formula>, is defined as the quotient between <inline-formula><mml:math id="M14" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula> (m) and the skin depth <inline-formula><mml:math id="M15" display="inline"><mml:mi mathvariant="italic">δ</mml:mi></mml:math></inline-formula> (m): <inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>=</mml:mo><mml:mi>s</mml:mi></mml:mrow></mml:math></inline-formula> (m)<inline-formula><mml:math id="M17" display="inline"><mml:mrow><mml:mo>/</mml:mo><mml:mi mathvariant="italic">δ</mml:mi></mml:mrow></mml:math></inline-formula> (m). At LIN (<inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:mi>N</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>) the
imaginary part of <inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is a straight line for which the slope is the conductivity of a homogeneous half-space. Because the ground is not homogenous, we say we get an apparent conductivity: <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:mo>/</mml:mo><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:msup><mml:mi>S</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>)</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>.</p>
      <p id="d1e436">Both loops (source and receiver) are commonly used on the same plane
(coplanar). We have two possible arrays, one when both loops are parallel to
the Earth's surface (vertical magnetic dipoles or VMD) and the other when
both loops are perpendicular to the Earth's surface (horizontal magnetic
dipoles or HMD). The separation between loops can be extended to 10, 20,
and 40 m in both arrays. For this study, measurements were made along six lines (Fig. 2), and the observation points were spaced every 5 m. Because
vegetation in the jungle was dense, we were unable to locate profiles
anywhere, and so we took the paths around the Chac-Mool, Little Brother,
and Air Dome sinkholes. The distribution of the six profiles covers
approximately a rectangular area. Therefore, we performed a 3-D inversion in
order to follow the three-dimensional complexity of the sinkholes. For the
3-D inverse modeling we followed the method by Pérez-Flores et al. (2012), but the algorithm they used was designed for profiles that were measured in
parallel (0<inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>) or perpendicular (90<inline-formula><mml:math id="M22" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>) positions with respect to the other profiles. Later on, we show how we modified the equations for
arbitrary angle profiles. The length of the six profiles (1 to 6) varies
between 50 and 140 m (Fig. 2).</p><?xmltex \hack{\newpage}?>
</sec>
<sec id="Ch1.S1.SS3">
  <label>1.3</label><title>Inverse modeling</title>
      <p id="d1e467">EM data (apparent conductivity, <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) were assumed to be
approximately the weighed average of the subsurface electrical conductivity
distribution, as described by Pérez-Flores et al. (2012). We associated the apparent conductivity (<inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) with the true subsurface
conductivity (<inline-formula><mml:math id="M25" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula>) by means of a weighting function (that is, the
Green function and electric-field product) using the integral equation
formulated by Pérez-Flores et al. (2001):
            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M26" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>≅</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">16</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mi>m</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:munder><mml:mo movablelimits="false">∫</mml:mo><mml:mi>v</mml:mi></mml:munder><mml:mi mathvariant="bold">G</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="bold">r</mml:mi></mml:mrow></mml:mfenced><mml:mo>⋅</mml:mo><mml:mi mathvariant="bold">E</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>v</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M27" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are the positions of the source and the receiver, <inline-formula><mml:math id="M29" display="inline"><mml:mi mathvariant="bold">G</mml:mi></mml:math></inline-formula> is the Green function for a homogeneous medium, and <inline-formula><mml:math id="M30" display="inline"><mml:mi mathvariant="bold">E</mml:mi></mml:math></inline-formula> is the electric field for a homogeneous half-space. Equation (1) is an approximation for the low-conductivity contrasts, and it is very useful for an inversion, where <inline-formula><mml:math id="M31" display="inline"><mml:mi mathvariant="bold">G</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M32" display="inline"><mml:mi mathvariant="bold">E</mml:mi></mml:math></inline-formula>, and <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are known and <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is unknown.</p>
      <p id="d1e672">For the inversion we had to consider how the magnetic dipoles were used. We
obtained the vertical and horizontal magnetic dipole (VMD and HMD,
respectively) arrays as described by Pérez-Flores et al. (2012). The
method we are using was developed and explained in Pérez-Flores et al. (2012). In the following paragraphs we will make a simple modification to
the equations already published in order to accept arbitrary profile
azimuths. The integral equation for VMD is
            <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M35" display="block"><mml:mrow><?xmltex \hack{\hbox\bgroup\fontsize{9.5}{9.5}\selectfont$\displaystyle}?><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi mathvariant="normal">a</mml:mi><mml:mo>,</mml:mo><mml:mi>z</mml:mi></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>≅</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">16</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:msub><mml:mi>m</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:munder><mml:mo movablelimits="false">∫</mml:mo><mml:mi>v</mml:mi></mml:munder><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>v</mml:mi><mml:mo>.</mml:mo><?xmltex \hack{$\egroup}?></mml:mrow></mml:math></disp-formula>
          For HMD the integral equation in the <inline-formula><mml:math id="M36" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> direction is given by
            <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M37" display="block"><mml:mrow><?xmltex \hack{\hbox\bgroup\fontsize{9.5}{9.5}\selectfont$\displaystyle}?><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi mathvariant="normal">a</mml:mi><mml:mo>,</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>≅</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">16</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:msub><mml:mi>m</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:munder><mml:mo movablelimits="false">∫</mml:mo><mml:mi>v</mml:mi></mml:munder><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>v</mml:mi><mml:mo>.</mml:mo><?xmltex \hack{$\egroup}?></mml:mrow></mml:math></disp-formula>
          HMD in the <inline-formula><mml:math id="M38" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction is given by
            <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M39" display="block"><mml:mrow><?xmltex \hack{\hbox\bgroup\fontsize{9.5}{9.5}\selectfont$\displaystyle}?><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mrow><mml:mi mathvariant="normal">a</mml:mi><mml:mo>,</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>≅</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">16</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:msub><mml:mi>m</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:munder><mml:mo movablelimits="false">∫</mml:mo><mml:mi>v</mml:mi></mml:munder><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>v</mml:mi><mml:mo>.</mml:mo><?xmltex \hack{$\egroup}?></mml:mrow></mml:math></disp-formula>
          The expressions for <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M43" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M44" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M45" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> can be consulted in Pérez-Flores et al. (2012). VMD profiles can run at any angle (Eq. 2), but HMD profiles run only in either the <inline-formula><mml:math id="M46" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> direction (90<inline-formula><mml:math id="M47" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>; Eq. 3) or <inline-formula><mml:math id="M48" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction (0<inline-formula><mml:math id="M49" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>; Eq. 4). Arbitrary direction profiles like those observed around the Chac-Mool sinkhole (Fig. 3) constituted a problem. So, we had to modify Eqs. (4) and (5) in order to accept the arbitrary angle profiles.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><?xmltex \currentcnt{3}?><label>Figure 3</label><caption><p id="d1e1175">Profiles crossing underground water conduits in the sinkhole area
(numbered lines). The white rectangle is the 3-D modeled area. White lines
mark the sinkhole boundaries. Dark blue lines are the suggested underground
water conduits paths.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f03.jpg"/>

        </fig>

      <?pagebreak page1782?><p id="d1e1185">Using a simple rotation for <inline-formula><mml:math id="M50" display="inline"><mml:mi mathvariant="bold">E</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M51" display="inline"><mml:mi mathvariant="bold">G</mml:mi></mml:math></inline-formula> in terms of their vector components, the <inline-formula><mml:math id="M52" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> direction for HMD is
            <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M53" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mi>d</mml:mi><mml:mover accent="true"><mml:mi>i</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mi>e</mml:mi><mml:mover accent="true"><mml:mi>j</mml:mi><mml:mo stretchy="false" mathvariant="normal">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mi>a</mml:mi><mml:mover accent="true"><mml:mi>i</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mover accent="true"><mml:mi>j</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          and the <inline-formula><mml:math id="M54" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula> direction is
            <disp-formula id="Ch1.E6" content-type="numbered"><label>6</label><mml:math id="M55" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold">G</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mi>e</mml:mi><mml:mover accent="true"><mml:mi>i</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mi>f</mml:mi><mml:mover accent="true"><mml:mi>j</mml:mi><mml:mo stretchy="false" mathvariant="normal">^</mml:mo></mml:mover><mml:mo>,</mml:mo><mml:mspace width="0.25em" linebreak="nobreak"/><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:mi>b</mml:mi><mml:mover accent="true"><mml:mi>i</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>+</mml:mo><mml:mi>c</mml:mi><mml:mover accent="true"><mml:mi>j</mml:mi><mml:mo mathvariant="normal" stretchy="false">^</mml:mo></mml:mover><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
          When we rotate Eq. (3) 90<inline-formula><mml:math id="M56" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>, it becomes Eq. (4). So, we can find <inline-formula><mml:math id="M57" display="inline"><mml:mi mathvariant="bold">E</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M58" display="inline"><mml:mi mathvariant="bold">G</mml:mi></mml:math></inline-formula> in terms of their rotated components:

                <disp-formula id="Ch1.E7" content-type="numbered"><label>7</label><mml:math id="M59" display="block"><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mfenced close=")" open="("><mml:mtable class="array" columnalign="center"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>=</mml:mo><mml:mfenced open="(" close=")"><mml:mtable class="array" columnalign="center center center"><mml:mtr><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi mathvariant="normal">sen</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi mathvariant="normal">sen</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mfenced open="(" close=")"><mml:mtable class="array" columnalign="center"><mml:mtr><mml:mtd><mml:mi>a</mml:mi></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>b</mml:mi></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>c</mml:mi></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mfenced close=")" open="("><mml:mtable class="array" columnalign="center"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>=</mml:mo><mml:mfenced close=")" open="("><mml:mtable class="array" columnalign="center center center"><mml:mtr><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi mathvariant="normal">sen</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mi>c</mml:mi><mml:mi>o</mml:mi><mml:mi>s</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mi mathvariant="normal">sen</mml:mi><mml:mi mathvariant="italic">θ</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mfenced open="(" close=")"><mml:mtable class="array" columnalign="center"><mml:mtr><mml:mtd><mml:mi>d</mml:mi></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>e</mml:mi></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mi>f</mml:mi></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

          If an HMD profile runs at 0<inline-formula><mml:math id="M60" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>, (<inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) becomes <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> from Eq. (3). If the profile runs at 90<inline-formula><mml:math id="M64" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>, (<inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:msub><mml:mi>E</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) becomes <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold">E</mml:mi><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> from Eq. (4).</p>
      <p id="d1e1682">Thus, for an arbitrary angle profile, Eqs. (3) and (4) become a single
equation,

                <disp-formula id="Ch1.E8" content-type="numbered"><label>8</label><mml:math id="M68" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable columnspacing="1em" rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">16</mml:mn><mml:mi mathvariant="italic">π</mml:mi><mml:mi>s</mml:mi></mml:mrow><mml:mrow><mml:mi mathvariant="italic">ω</mml:mi><mml:msub><mml:mi mathvariant="italic">μ</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mi>m</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo movablelimits="false">∫</mml:mo><mml:mfenced close="" open="["><mml:mrow><mml:msub><mml:mi>G</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:msub><mml:mi>E</mml:mi><mml:mi>x</mml:mi></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mfenced close="]" open=""><mml:mrow><mml:mo>+</mml:mo><mml:msub><mml:mi>G</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:msub><mml:mi>E</mml:mi><mml:mi>y</mml:mi></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:mi mathvariant="bold">r</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="bold">r</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mfenced><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold">r</mml:mi><mml:mo>)</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>v</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

          For terms <inline-formula><mml:math id="M69" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula>–<inline-formula><mml:math id="M70" display="inline"><mml:mi>e</mml:mi></mml:math></inline-formula> and <inline-formula><mml:math id="M71" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula> see Pérez-Flores et al. (2012).</p>
      <p id="d1e1851"><?xmltex \hack{\newpage}?>For the 3-D inversion, we used Eq. (2) for the HMD profiles and Eq. (2) for
the VMD profiles. We used 10, 20, and 40 m as the source–receiver
separations for VMD and HMD in every profile. We pooled all data sets and
performed a joint inversion to obtain a single 3-D conductivity model. We
simulated the heterogeneous half-space as a conglomerate of rectangular
prisms. We assumed that conductivity in every single prism was constant,
however unknown. Equations (2) and (8) can be written as a linear equation system and in a matrix fashion:
            <disp-formula id="Ch1.E9" content-type="numbered"><label>9</label><mml:math id="M72" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mi mathvariant="bold">W</mml:mi><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> represents the column vector of apparent conductivities, matrix <inline-formula><mml:math id="M74" display="inline"><mml:mi mathvariant="bold">W</mml:mi></mml:math></inline-formula> contains the weights or products of the Green function and electric field and is partitioned for VMD and HMD, and <inline-formula><mml:math id="M75" display="inline"><mml:mi mathvariant="bold-italic">σ</mml:mi></mml:math></inline-formula> represents the column vector of the real conductivities (unknowns). We used quadratic programming to minimize the following objective function, <inline-formula><mml:math id="M76" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>:

                <disp-formula id="Ch1.E10" content-type="numbered"><label>10</label><mml:math id="M77" display="block"><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mtable class="split" columnspacing="1em" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>U</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:msup><mml:mfenced open="|" close="|"><mml:mfenced close="|" open="|"><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi mathvariant="bold">W</mml:mi><mml:mi mathvariant="bold-italic">σ</mml:mi></mml:mrow></mml:mfenced></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mn mathvariant="normal">2</mml:mn></mml:mfrac></mml:mstyle><mml:mi mathvariant="italic">β</mml:mi><mml:msup><mml:mfenced open="|" close="|"><mml:mfenced close="|" open="|"><mml:mrow><mml:mi mathvariant="bold">D</mml:mi><mml:mi mathvariant="bold-italic">σ</mml:mi></mml:mrow></mml:mfenced></mml:mfenced><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:msub><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mi mathvariant="normal">lower</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mo>&lt;</mml:mo><mml:msub><mml:mi mathvariant="bold-italic">σ</mml:mi><mml:mi mathvariant="normal">upper</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>

          Matrix <inline-formula><mml:math id="M78" display="inline"><mml:mi mathvariant="bold">D</mml:mi></mml:math></inline-formula> represents the first-order spatial derivatives of the contiguous prism conductivities. Parameter <inline-formula><mml:math id="M79" display="inline"><mml:mi mathvariant="italic">β</mml:mi></mml:math></inline-formula> controls the smoothness of the 3-D conductivity model; when it was low, we obtained a rough 3-D model. The first term fits the apparent conductivity data taken at the field. The second term in Eq. (10) contains the spatial derivatives of the conductivity in (<inline-formula><mml:math id="M80" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M81" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M82" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>) direction. The smoothness parameter controls the magnitude of the second term. If zero, only the data were fit and the model used to be very rough; if very large, the model converged into a homogenous half-space. We transformed the Hessian to achieve diagonal unity. This way the smoothness parameter varies in a very narrow window. We tested the values 0.1, 0.01, and 0.001. The 0.1 value yields a smooth model and the 0.001 value a rough model. We began with a smooth value that gave the simplest but the most probable model (according to the Occam's Razor principle), and we lowered the parameter to recover more structure; however, after a certain point the structure turned unreal from the geological point of view. The idea was to recover most of the structure while keeping the simplest and most probable model.</p>
</sec>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Resistivity cross sections on the 3-D model</title>
      <p id="d1e2038">For the 3-D inverse modeling we used an (<inline-formula><mml:math id="M83" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M84" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M85" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>) grid of prisms, assuming constant conductivity in every prism. We performed the inverse modeling choosing <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2.5</mml:mn></mml:mrow></mml:math></inline-formula> m in the (<inline-formula><mml:math id="M87" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M88" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>) directions because the EM measurements were taken every 5 m; the variable discretization of <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>z</mml:mi></mml:mrow></mml:math></inline-formula> was chosen to be (0, 2, 5, 8, 12, 18, 25, 35, and 50 m), and <inline-formula><mml:math id="M90" display="inline"><mml:mrow><mml:mi mathvariant="italic">β</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula> was the smoothness factor.</p>
      <p id="d1e2119">Conductivity is the unknown, but we prefer to show the resistivity (the
inverse of conductivity) results. In Fig. 4 we present the 3-D resistivity
model after the inversion of whole sets of data. In that figure we present
the interpolated resistivity cross sections under the six profiles. Blue
indicates resistivity areas and red low resistivity. There are spaces
between profiles with no data. The 3-D model for those areas is not so
reliable. Therefore, as a first approach, we show the model for the areas
for which we had data. There is very good coherence where the model crosses.
Figure 4 shows irregular paths for the two underground water conduits,
according to the map from the divers (<inline-formula><mml:math id="M91" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M92" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M93" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>). Water table depth in the<?pagebreak page1784?> open sinkholes is 7 m. The water conduits follow very intricate paths. We think that there are narrower river branches that have not yet been mapped
by the divers. Interestingly, some paths were marked below the resistivity
areas. The upper water level of the subterranean river is probably far from
the surface, making the rock mass or resistive mass more structurally
stable, or maybe those resistive bodies are air-filled caves over the water
table. By resistive mass (RM) we refer to the dry limestone rock between the surface and the ceiling of the cave and the air-filling the cave. We can idealize a typical cave in this area (near the coast), vertically consisting of dry limestone (resistive), an air space (resistive), followed by fresh water (lower resistivity), the halocline (mixing of fresh and salty water), and, at the bottom, salty water (lowest resistivity) surrounded by saturated limestones as bedrock. We cannot distinguish in the RM what is dry
limestone and what is air-filling the cave.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4"><?xmltex \currentcnt{4}?><label>Figure 4</label><caption><p id="d1e2145">Three-dimensional resistivity model for the Chac-Mool sinkhole complex. Here, we
show only the distribution of the cross sections where the profiles were
run. The red and black irregular lines represent the underground water
conduits.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f04.png"/>

      </fig>

      <p id="d1e2155">In Fig. 5 we show the six cross sections obtained with the 3-D resistivity
model. Cross section (a) corresponds to the profile-1 model, cross section (b) to the profile-2 model, and so on. Every profile is indicated with a white circle, which pinpoints the interpolated (<inline-formula><mml:math id="M94" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M95" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M96" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>) hidden-water conduits. The (<inline-formula><mml:math id="M97" display="inline"><mml:mi>x</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M98" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M99" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>) locations were obtained from the mapping made by scuba divers. We delineated the inferred cave section with a rectangle, because we could not see details. We assumed the saturated limestone was bedrock, because dry limestone resistivity was larger than 1000 <inline-formula><mml:math id="M100" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m. In the 3-D-model cross sections, the bedrock looks green everywhere (160–170 <inline-formula><mml:math id="M101" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m). Only some small sections were blue (1000 <inline-formula><mml:math id="M102" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m).</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><?xmltex \currentcnt{5}?><label>Figure 5</label><caption><p id="d1e2224">Cross sections of the 3-D resistivity model for profiles 1 to 6.
Resistivity units are base 10 logarithm. Blue color indicates more resistive
areas and red the least resistive areas. Blue numbers indicate the other
profile crossings. White circles pinpoint the areas where scuba divers have
mapped the underground water conduits. Red circles show the position of an
underground river inferred from the model. The square polygon is a broad
suggestion of the river tunnels.</p></caption>
        <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f05.png"/>

      </fig>

      <p id="d1e2233">From the six resistivity cross sections, we can see that most of the river
crossings show a green color over them. This means that the subterranean
water conduits are probably close to the surface and the  thickness of the RM is therefore thin, meaning RMs in those areas are more vulnerable to sinking, though we did not find evidence of subduction or fracturing on the surface. The cross section for profile 1 (Fig. 5a) shows three crosses: one at <inline-formula><mml:math id="M103" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">18</mml:mn></mml:mrow></mml:math></inline-formula> m showing a thin RM and the other two showing a thicker RM. Profile 2 (Fig. 5b) shows a green color, meaning thinner RMs. Profile 3 (Fig. 5c) shows one river crossing that is shallow and another deeper one. We clearly detected a shallower subterranean river (green color) using the EM-LIN equipment, but it is not clear how much deeper it is. We must remember that the white circles are interpolations taken from the diver's map. The deeper river crossing coincides with the location of a large resistivity mass between zero and 20 m; this means that divers had to dive below this resistivity mass (1000 <inline-formula><mml:math id="M104" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m). Profile 4 (Fig. 5d) shows three crossings with green color. Profile 5 (Fig. 5e) shows three crossings, two are deep (between <inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> m) and one is shallow (<inline-formula><mml:math id="M107" display="inline"><mml:mrow><mml:mi>z</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> m). The deeper crossings are consistent with the reported diving depth and the thicker RM shown by the large resistivity mass. However, at <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">25</mml:mn></mml:mrow></mml:math></inline-formula> m the river seems to be 10 m deeper, possibly because of the presence of a huge hard rock (very resistive). Profile 6 (Fig. 5f) shows a shallow river and a deeper one. Resistivities are consistent with the position of the river.</p>
      <p id="d1e2304">We know that divers swam throughout subterranean water conduits. In Fig. 5
we broadly suggest the location of the river crossings (rectangular polygon). Given the color descriptions in Fig. 5, we can say that blue is an indication of dry limestone RMs or dry limestone and air-filled caves at the top of the water conduit or close to the surface. The green color is so widespread that it surely indicates fresh water (50 to 70 <inline-formula><mml:math id="M109" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m). Also, the resistivity cross section shows a green color where the subterranean water conduits seem to be shallow. We expected to see a narrow blue coloration and green color over those shallow water conduits, but we did not, because the narrowest source–receiver separation at the EM-34 was 10 m (too large to see surface details). In some way the estimated true conductivity is still an average. Maybe if we use a shorter separation, we could see a thinner blue color for the RM and then a green color for the fresh water. The transition from green to red (yellow) could be the transition from fresh water to salty water. We expect fresh water at the top and salty water at the bottom because of the density.</p>
      <?pagebreak page1785?><p id="d1e2314">We drew the river section to emphasize that the resolution of the EM-34
instrument is not good enough to sharply isolate the water conduits from the
bedrock. A possible explanation is that the upper sections of unaltered
bedrock (limestone) are partially saturated with fresh water (because of the
50–70 <inline-formula><mml:math id="M110" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m values) and the deeper sections are saturated with salty water (because of the 6–10 <inline-formula><mml:math id="M111" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m values). So, there are no large horizontal resistivity differences between the river location and the bedrock. It is almost certain that the permeability of the bedrock is as high as the permeability of the limestone at the surface. When it rains, water quickly disappears. Aerial electromagnetics (flying 30 to 50 m over the surface) would yield an even lower resolution (Supper et al., 2009).</p>
      <p id="d1e2332">In profile 4 (Fig. 5d) there is a green color section close to <inline-formula><mml:math id="M112" display="inline"><mml:mrow><mml:mi>x</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:math></inline-formula> m (red
square). It is possible that there is a shallow subterranean river close to
the surface that has not yet been mapped by the divers.</p>
<sec id="Ch1.S2.SSx1" specific-use="unnumbered">
  <title>Isometrics of the 3-D resistivity model</title>
      <p id="d1e2352">The Chac-Mool sinkhole system is a complex of three small sinkholes (Air Dome, Little Brother, and Chac-Mool). According to divers, there are
two underground water conduits. Their vertical variations may cause thinning
of the limestone RMs and therefore sinking. According to the cross section
in Fig. 6, the EM-LIN equipment cannot sharply distinguish between the
subterranean river tunnels and the bedrock, maybe because there is not
enough change in resistivity. This means that limestone bedrocks are partially saturated with water and therefore under a process of chemical dissolution. The isometric view of the 3-D resistivity model (Fig. 6) shows the spatial distribution of the three sinkholes in the system, the two proposed water conduits and their paths, and the location of the five EM-LIN data profiles.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F6"><?xmltex \currentcnt{6}?><label>Figure 6</label><caption><p id="d1e2357">Isometric representation of the 3-D resistivity model. Straight
lines represent the EM profiles. <bold>(a)</bold> Blue isosurface representing the bottom topography of the dry limestones. <bold>(b)</bold> Orange isosurface representing the area where fresh and salty waters meet.</p></caption>
          <?xmltex \igopts{width=199.169291pt}?><graphic xlink:href="https://nhess.copernicus.org/articles/19/1779/2019/nhess-19-1779-2019-f06.png"/>

        </fig>

      <p id="d1e2372">The blue and orange surfaces are equal-resistivity surfaces in the 3-D model.
The blue surface shows the contact between dry limestone (resistive) and the
fresh water (<inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mo>∼</mml:mo><mml:mn mathvariant="normal">80</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M114" display="inline"><mml:mi mathvariant="normal">Ω</mml:mi></mml:math></inline-formula> m). The resistive layer may contain unaltered
limestone and/or air-filled caves. It is very interesting that this layer
outcrops where underground water conduits are very close to the surface, maybe because the shortest source–receiver distance (10 m) is larger than
the RM thickness. This surface does not show where the sinkholes are,
because of the lack of data. We did not manipulate the 3-D model in order to
force outcrops of areas with sinkholes. The orange surface represents the
contact between the fresh water and the salty water (Halocline).</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Conclusions</title>
      <p id="d1e2401">In this research we studied the Chac-Mool sinkhole complex by EM methods at
LIN. These methods consist of a source loop and a receiver loop operating in
two coplanar arrays VMD and HMD. These two arrays or polarizations view
inside the Earth in two different ways. We used both arrays to perform a
joint inversion and to obtain a single three-dimensional (3-D) resistivity
model. Equations had already been published for a mesh of perpendicular and
parallel<?pagebreak page1786?> profiles but not for arbitrary angle profiles (Pérez-Flores et al., 2012). In this research the profiles were taken inside the jungle and we
took the advantage of man-made paths; however, these paths were located at
arbitrary angles. We modified the existing equations and obtained a more
general set of equations.</p>
      <p id="d1e2404">The 3-D inversion of both VDM and HDM arrays led to a single 3-D resistivity
model. The cross sections of this 3-D model show the points where the
underground water conduits cross. The areas where the underground water
conduits are close to the surface could represent hazard zones because of
the possibility of RMs collapsing. We also observed the distribution of
fresh and salty waters and the areas where they meet or the transition
surface (halocline). Our observations indicate that water conduits might run
along tunnels, but the resistivity of those tunnels does not differ sharply
from the resistivity of the bedrock, meaning that bedrock could be saturated
with water (fresh and salty depending on depth). The isometric view shows
that the resistivity isosurface corresponds with the bottom topography of
the underground RM. At the center of the area of study this RM seems to be
very thick, indicating that this area is safe from sinking. This isometric
view also shows the contact between fresh and salty water.</p>
      <p id="d1e2407">The EM-LIN technique is a fast, efficient, and inexpensive procedure for
explorations over hard-rock sinkhole areas. It allows us to obtain the
geometry of the underground water conduits and the distribution of fresh and
salty water.</p>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Discussion</title>
      <p id="d1e2419">EM-LIN methods can be applied for detecting natural caves under roads or
caused by shallow mining or for determining resistivity changes caused by
landsliding. This geophysical technique is ideal to detect resistivity
changes underground, and it has the advantage that no-electrode grounding is
required, making it faster and cheaper than DC resistivity. The equations
contained in this paper can be easily computed for the determination of 3-D
resistive/conductive bodies buried underground. The disadvantage is that
commercial equipments were produced for few source–receiver separations
limiting the resolution and the penetration depth. The equipment used for
acquiring the data of this paper has no source–receiver separations lower
than 10 m, which makes difficult to accurately resolve the very shallow
thickness of the dry limestones.</p>
      <p id="d1e2422">We also point out that this EM method works better when the conductivity of
the buried target is very different from the bedrock conductivity. In this
paper we observed that the subterranean conduit conductivity was not very
different from the bedrock conductivity as we expected. These results
encourage us to make an accurate EM-LIN modeling in order to find an
explanation of the low resistivity contrasts observed.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d1e2429">The data used in this paper are available in the Supplement.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><p id="d1e2432">The supplement related to this article is available online at: <inline-supplementary-material xlink:href="https://doi.org/10.5194/nhess-19-1779-2019-supplement" xlink:title="zip">https://doi.org/10.5194/nhess-19-1779-2019-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e2441">This research is part of the MSc thesis from LOT. MAPF and AVyM were both the thesis supervisors.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e2447">The authors declare that they have no conflict of interest.</p>
  </notes><?xmltex \hack{\newpage}?><ack><title>Acknowledgements</title><p id="d1e2454">Many thanks go to CONACYT for the graduate scholarship. We also thank to
CICESE for allowing us to use the geophysical equipment and CICY for
enabling the facilities to run the research. Thanks to Fernando Herrera for
his help in the field work.</p></ack><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e2459">This paper was edited by Mario Parise and reviewed by two anonymous referees.</p>
  </notes><ref-list>
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  </ref-list></back>
    <!--<article-title-html>Three-dimensional inverse modeling of EM-LIN data for the exploration of coastal sinkholes in Quintana Roo, Mexico</article-title-html>
<abstract-html><p>In the Yucatán Peninsula (YP), southern Mexico, cities and towns
are settled on a platform of calcareous sedimentary sequence, where karst
processes have formed numerous sinkholes, underground water conduits, and
caverns. Anthropogenic activities there threaten the only source of
freshwater supply, which is in a regional unconfined aquifer; there are no
lakes or rivers on the surface. For the sustainable management of this
resource in the YP, mathematical tools are needed in order to model
groundwater. To determine the geometry of the aquifer, for example the
positions of caves, sinkholes, and underground principal conduits, we
modified a software to invert three-dimensional electromagnetic
low-induction number (3-D EM-LIN) data for a set of profiles at arbitrary
angles. In this study we used the EM-LIN geophysical method to explore the
Chac-Mool sinkhole system in the state of Quintana Roo, Mexico. We performed
inverse modeling in 3-D using the EM-34 instrument for vertical and
horizontal magnetic dipoles. The 3-D inversion process yields models that
enable us to correlate the path of the underground principal conduits with
the subsurface electrical resistivity. In this work we show that inverse
modeling of EM-LIN data can give us information about how close to surface the underground water conduits and the location of the boundary between
fresh and salty water are.</p></abstract-html>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
Ahmed, S. and Carpenter, P. J.: Geophysical response of filled sinkholes, soil pipes and associated bedrock fractures in thinly mantled karst,
east-central Illinois, Environ. Geol., 44, 705–716, 2003.
</mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
Bauer-Gottwein, P., Gondwe, B. R., Charvet, G., Marin, L. E., Robelledo-Vieyra, M., and Meresiz-Alonso, G.: Review: The Yucatan Peninsula karst aquifer, Mexico, Hidrogeol. J., 19, 507–524, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
Beddows, P. A.: Groundwater hydrology of a coastal conduit carbonate
aquifer: Caribbean coast of the Yucatán Peninsula, México, PhD thesis, University of Bristol, Bristol, 2004.
</mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>
Bonet, F. and Butterlin, J.: Stratigraphy of the northern part of the Yucatan
Peninsula, Field trip to Peninsula of Yucatan guide book, New Orleans Geological Society, New Orleans, LA, 1962.
</mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
Chalikakis, K. Plagnes, V. Guerin, R. Valois, R., and Bosch, F. P.: Contribution of geophysical methods to karst-system exploration: an overview, Hydrogeol. J., 19, 1169–1180, 2011.
</mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
CNA – Comisión Nacional del Agua: Resumen Técnico de las Condiciones Geohidrológicas del Estado de Quintana Roo, Comisión Nacional del Agua, Subgerencia Técnica, Gerencia Regional del Sureste, Mérida, Yucatán, México, 2016.
</mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
Coşkun, N.: The effectiveness of electrical resistivity imaging in sinkhole investigations, Int. J. Phys. Sci., 7, 2398–2405, <a href="https://doi.org/10.5897/IJPS11.1063" target="_blank">https://doi.org/10.5897/IJPS11.1063</a>, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>
Estrada-Medina, H., Tuttle, W., Graham, R. C., Allen, M. F., and
Jiménez-Osornio, J. J.: Identification of underground karst features
using ground-penetrating radar in Northern Yucatán, México, Vadose
Zone J., 9, 653–661, 2010.
</mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>9</label><mixed-citation>
Gondwe, B. R., Lerer, S., Stisen, S., Marín, L., Rebolledo-Vieyra, M.,
Merediz-Alonso, G., and Bauer-Gottwein, P.: Hydrogeology of the south-eastern
Yucatan Peninsula: new insights from water level measurements, geochemistry,
geophysics and remote sensing, J. Hydrol., 389, 1–17, 2010.

</mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>10</label><mixed-citation>
Gutiérrez, F., Guerrero, J., and Lucha, P.: A genetic classification of
sinkholes illustrated from evaporite paleokarst exposures in Spain, Environ. Geol., 53, 993–1006, 2008.
</mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
Gutiérrez, F., Parise, M., De Waele, J., and Jourde, H.: A review on
natural and human-induced geohazards and impacts in karst, Earth-Sci. Rev., 138, 61–88, 2014.
</mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>
McNeill, J. D.: Electromagnetic terrain conductivity measurement at low
induction numbers, Technical Note TN-6, Geonics Limited, Ontario, Canada, 1980.
</mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>
Parise, M.: Sinkholes, in: Encyclopedia of caves, 3rd Edn., edited by: White, W. B., Culver, D. C., and Pipan, T., Academic Press, Elsevier, Amsterdam, the Netherlands, ISBN&thinsp;978-0-12-814124-3, 934–942, 2019.
</mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>
Parise, M., Ravbar, N., Živanovic, V., Mikszewski, A., Kresic, N.,
Mádl-Szönyi, J., and Kukuric, N.: Hazards in Karst and Managing Water Resources Quality, chap. 17 in: Karst Aquifers – Characterization and Engineering, Professional Practice in Earth Sciences, edited by: Stevanovic, Z., The Geological Society, London, UK, 601–687,
<a href="https://doi.org/10.1007/978-3-319-12850-4_17" target="_blank">https://doi.org/10.1007/978-3-319-12850-4_17</a>, 2015.
</mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>
Pérez-Flores, M. A., Méndez-Delgado, S., and Gómez-Treviño, E.: Imaging low-frequency and dc electromagnetic fields using a simple linear
approximation, Geophysics, 66, 1067–1081, 2001.
</mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>
Pérez-Flores, M. A. Antonio-Carpio, R. G., Gómez-Treviño, E.,
Ferguson, I., and Méndez-Delgado, S.: Imaging of 3D electromagnetic data
at low-induction numbers, Geophysics, 77, WB47–WB57, 2012.
</mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>
Smart, P. L., Beddows, P. A., Coke, J., Doerr, S., Smith, S., and Whitaker, F. F.: Cave development on the Caribbean coast of the Yucatan Peninsula,
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