Special 3D electric resistivity tomography (ERT) array applied to detect buried fractures on urban areas: San Antonio Tecómitl, Milpa Alta, México
René E. Chávez, Gerardo Cifuentes-Nava, J. Esteban Hernández-Quintero, Diana Vargas
Instituto de Geofísica, Universidad Nacional Autónoma de México, Del. Coyoacán, 04510, México D.F., México
Andrés Tejero
División de Ciencias de la Tierra, Facultad de Ingeniería, Universidad Nacional Autónoma de México, Del. Coyoacán, 04510, México D.F., México
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(a-c) Orthogonal demagnetization diagrams of selected samples. Open (closed) symbols are projections on the vertical (horizontal) plane. (d) Stereographic projection of the characteristic magnetization (in situ), here open (closed) symbols are projections on the upper (lower) hemisphere.</p>" ] ] ] "autores" => array:2 [ 0 => array:2 [ "autoresLista" => "David García-Martínez, Jaime Roldán Quintana, Hector Mendívil-Quijada" "autores" => array:3 [ 0 => array:2 [ "nombre" => "David" "apellidos" => "García-Martínez" ] 1 => array:2 [ "nombre" => "Jaime Roldán" "apellidos" => "Quintana" ] 2 => array:2 [ "nombre" => "Hector" "apellidos" => "Mendívil-Quijada" ] ] ] 1 => array:2 [ "autoresLista" => "Roberto Stanley Molina Garza" "autores" => array:1 [ 0 => array:2 [ "nombre" => "Roberto Stanley Molina" "apellidos" => "Garza" ] ] ] ] ] "idiomaDefecto" => "en" "EPUB" => "https://multimedia.elsevier.es/PublicationsMultimediaV1/item/epub/S0016716914700777?idApp=UINPBA00004N" "url" => "/00167169/0000005300000004/v1_201412221101/S0016716914700777/v1_201412221101/en/main.assets" ] "itemAnterior" => array:18 [ "pii" => "S0016716914700753" "issn" => "00167169" "doi" => "10.1016/S0016-7169(14)70075-3" "estado" => "S300" "fechaPublicacion" => "2014-10-01" "aid" => "70075" "copyright" => "Universidad Nacional Autónoma de México" "documento" => "article" "licencia" => "http://creativecommons.org/licenses/by-nc-nd/4.0/" "subdocumento" => "fla" "cita" => "Geofisica Internacional. 2014;53:411-23" "abierto" => array:3 [ "ES" => true "ES2" => true "LATM" => true ] "gratuito" => true "lecturas" => array:2 [ "total" => 1963 "formatos" => array:3 [ "EPUB" => 28 "HTML" => 1357 "PDF" => 578 ] ] "en" => array:11 [ "idiomaDefecto" => true "titulo" => "Comparative study of top soil magnetic susceptibility variation based on some human activities" "tienePdf" => "en" "tieneTextoCompleto" => "en" "tieneResumen" => array:2 [ 0 => "es" 1 => "en" ] "paginas" => array:1 [ 0 => array:2 [ "paginaInicial" => "411" "paginaFinal" => "423" ] ] "contieneResumen" => array:2 [ "es" => true "en" => true ] "contieneTextoCompleto" => array:1 [ "en" => true ] "contienePdf" => array:1 [ "en" => true ] "resumenGrafico" => array:2 [ "original" => 0 "multimedia" => array:7 [ "identificador" => "fig0055" "etiqueta" => "Figure 11" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr11.jpeg" "Alto" => 916 "Ancho" => 1449 "Tamanyo" => 77959 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0055" class="elsevierStyleSimplePara elsevierViewall">A schematic <span class="elsevierStyleItalic">χ</span><span class="elsevierStyleInf">if</span> − <span class="elsevierStyleItalic">χ</span><span class="elsevierStyleInf">if</span>% scattering diagram showing typical positions of samples from JMM.</p>" ] ] ] "autores" => array:2 [ 0 => array:2 [ "autoresLista" => "M.O. Kanu" "autores" => array:1 [ 0 => array:2 [ "nombre" => "M.O." "apellidos" => "Kanu" ] ] ] 1 => array:2 [ "autoresLista" => "O.C. Meludu, S.A. Oniku" "autores" => array:2 [ 0 => array:2 [ "nombre" => "O.C." "apellidos" => "Meludu" ] 1 => array:2 [ "nombre" => "S.A." "apellidos" => "Oniku" ] ] ] ] ] "idiomaDefecto" => "en" "EPUB" => "https://multimedia.elsevier.es/PublicationsMultimediaV1/item/epub/S0016716914700753?idApp=UINPBA00004N" "url" => "/00167169/0000005300000004/v1_201412221101/S0016716914700753/v1_201412221101/en/main.assets" ] "en" => array:18 [ "idiomaDefecto" => true "titulo" => "Special 3D electric resistivity tomography (ERT) array applied to detect buried fractures on urban areas: San Antonio Tecómitl, Milpa Alta, México" "tieneTextoCompleto" => true "paginas" => array:1 [ 0 => array:2 [ "paginaInicial" => "425" "paginaFinal" => "434" ] ] "autores" => array:2 [ 0 => array:3 [ "autoresLista" => "René E. Chávez, Gerardo Cifuentes-Nava, J. Esteban Hernández-Quintero, Diana Vargas" "autores" => array:4 [ 0 => array:2 [ "nombre" => "René E." "apellidos" => "Chávez" ] 1 => array:2 [ "nombre" => "Gerardo" "apellidos" => "Cifuentes-Nava" ] 2 => array:2 [ "nombre" => "J." "apellidos" => "Esteban Hernández-Quintero" ] 3 => array:2 [ "nombre" => "Diana" "apellidos" => "Vargas" ] ] "afiliaciones" => array:1 [ 0 => array:2 [ "entidad" => "Instituto de Geofísica, Universidad Nacional Autónoma de México, Del. Coyoacán, 04510, México D.F., México" "identificador" => "aff0005" ] ] ] 1 => array:3 [ "autoresLista" => "Andrés Tejero" "autores" => array:1 [ 0 => array:2 [ "nombre" => "Andrés" "apellidos" => "Tejero" ] ] "afiliaciones" => array:1 [ 0 => array:2 [ "entidad" => "División de Ciencias de la Tierra, Facultad de Ingeniería, Universidad Nacional Autónoma de México, Del. Coyoacán, 04510, México D.F., México" "identificador" => "aff0010" ] ] ] ] "resumenGrafico" => array:2 [ "original" => 0 "multimedia" => array:7 [ "identificador" => "fig0015" "etiqueta" => "Figure 3" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr3.jpeg" "Alto" => 723 "Ancho" => 1846 "Tamanyo" => 98174 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">Sequence designed for the Minimum Coupling (MC) (A) and distribution at depth of apparent resistivities (B) are displayed.</p>" ] ] ] "textoCompleto" => "<span class="elsevierStyleSections"><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Introduction</span><p id="par0005" class="elsevierStylePara elsevierViewall">Urban development in modern cities requires of a more integral knowledge of the subsurface, mainly on those areas, where human concentrations increase. Mexico City is one example, where this megacity constitutes one of the largest concentrations of human activities in the world. Most of the urban area is underlain by lacustrine sediments of the former lakes, and confined by important volcanic ranges. Such sediments offer poor foundation conditions for constructive purposes. Therefore, high risk areas have to be identified to prevent accidents and disastrous events.</p><p id="par0010" class="elsevierStylePara elsevierViewall">In the last three decades ERT-3D techniques have been developed, like the Roll-Along method to acquire 3D data (<a class="elsevierStyleCrossRef" href="#bib0030">Dahlin and Bernstone, 1997</a>). Such methodology consists on setting parallel lines that cover the study area. Observations are made in the ‘x’ and ‘y’ directions, which commonly employ the PolePole array. An important amount of data can be obtained by using this technique, however data processing is cumbersome and sometimes data inversion takes too much time.</p><p id="par0015" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#bib0065">Loke and Barker (1996)</a> designed a processing approach to decrease the number of data maintaining resolution and quality of the modeled data. This technique was named ‘cross-diagonal survey’, where the potential (V) observations are made in the electrodes lying in the horizontal, vertical and diagonal transects crossing the current electrode. The amount of data is reduced to the half, keeping significant quality and resolution. <a class="elsevierStyleCrossRef" href="#bib0010">Aizebeokhai, <span class="elsevierStyleItalic">et al.</span> (2009)</a> recommends a maximum separation between profiles of 4<span class="elsevierStyleItalic">a</span> in designing the survey grids, being <span class="elsevierStyleItalic">a</span> the electrode separation. Such rule guaranties good quality and resolution of the 3D resistive image of the subsoil. These techniques are suitable to open areas, as the example provided by <a class="elsevierStyleCrossRef" href="#bib0035">Dahlin <span class="elsevierStyleItalic">et al.</span> (2002)</a>, when investigating karstic zones.</p><p id="par0020" class="elsevierStylePara elsevierViewall">However, cities and in general urbanized zones present a different challenge. In this case, the urban spots extend towards the already scarce open spaces, leaving the streets to carry out geophysical observations in terms of 2D profiles. Therefore, the already mentioned 3D techniques cannot be applied. However, geophysical transects are not ideal to obtain a complete cover of the studied area (<a class="elsevierStyleCrossRef" href="#bib0040">Deceuster and Kaufmann, 2003</a>). On the other hand, the distance between parallel streets can be larger than the distance recommended by <a class="elsevierStyleCrossRef" href="#bib0010">Aizebeokhai, <span class="elsevierStyleItalic">et al.</span> (2009)</a>, if grids or Quasi-3D methods are considered. Thus, interpretation of such sets of data cannot be reliable. Geophysical prospecting methods are challenged, when applied on highly urbanized areas, where habitation complexes (<a class="elsevierStyleCrossRef" href="#bib0080">Trogu <span class="elsevierStyleItalic">et al.</span>, 2011</a>; <a class="elsevierStyleCrossRef" href="#bib0025">Chávez <span class="elsevierStyleItalic">et al</span>, 2014</a>), schools, historical monuments (Chavez <span class="elsevierStyleItalic">et al</span>, 2010; <a class="elsevierStyleCrossRef" href="#bib0015">Argote <span class="elsevierStyleItalic">et al.</span>, 2013</a>), prevent the positioning of profiles in parallel to form grids. In order to overcome this problem, an alternative technique is employed, that allows acquiring reliable distribution of resistivity data at depth beneath the affected area without the need of parallel transects across the constructions</p><p id="par0025" class="elsevierStylePara elsevierViewall">An example of one of such heavily urbanized sectors within the Mexican Basin is found in Tecomitl, a small town belonging to Milpa Alta County, towards the southeastern limits of the Country's capital, which is part of the so called transition zone (Marzal and Massari, 1969). This is a small neighborhood possessing a high concentration of low- to middle-class houses comprised by one- and two-story edifications, where some of these dwellings are being affected by cracks and fissures in their constructions. County authorities are worried about the possibility of a soil collapse in this area and its disastrous effects on this community. Therefore a three dimensional Electric Resistivity Tomography (ERT-3D) was carried out to characterize the subsoil beneath the buildings, as a project to allow the authorities to establish a plan to remediate the vulnerable zones.</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0030">ERT-3D Methodology</span><p id="par0030" class="elsevierStylePara elsevierViewall">Unfortunately, there is no sufficient space to deploy the geophysical transects through the dwellings and settlements composing this locality due to the heavy urbanization this neighborhood possesses. Therefore, a special array type (<span class="elsevierStyleItalic">Horse-Shoe</span> geometry) was employed (<a class="elsevierStyleCrossRef" href="#bib0015">Argote <span class="elsevierStyleItalic">et al.</span>, 2013</a>; <a class="elsevierStyleCrossRef" href="#bib0075">Tejero <span class="elsevierStyleItalic">et al.</span>, 2014</a>). The so named <span class="elsevierStyleItalic">horse-shoe</span> array employed in this investigation is a combination of different special arrays designed to cover the subsurface by means of a series of apparent resistivity observations at depth. These arrays are the ‘L-array’ (<a class="elsevierStyleCrossRef" href="#bib0020">Chávez <span class="elsevierStyleItalic">et al.</span>, 2011</a>; <a class="elsevierStyleCrossRef" href="#bib0075">Tejero <span class="elsevierStyleItalic">et al.</span>, 2014</a>), the equatorial (<span class="elsevierStyleItalic">EQ</span>) and the minimum coupling (<span class="elsevierStyleItalic">MC</span>) settings (<a class="elsevierStyleCrossRef" href="#bib0015">Argote <span class="elsevierStyleItalic">et al.</span>, 2013</a>).</p><p id="par0035" class="elsevierStylePara elsevierViewall">This special geometry attempts to cover the subsurface with resistivity observations underneath the neighborhood. ERT-3D data was acquired employing a Syscal-Pro resistivimeter (IRIS Instruments) with 48 channels. Electrodes were inserted deep enough (~<span class="elsevierStyleHsp" style=""></span>0.6<span class="elsevierStyleHsp" style=""></span>m) to make contact with the ‘<span class="elsevierStyleItalic">natural</span>’ soil, with a separation of 4<span class="elsevierStyleHsp" style=""></span>m. Cables and electrodes were<a name="p427"></a> deployed along the narrow streets surrounding the neighborhood studied. The <span class="elsevierStyleItalic">horse-shoe</span> dispositive designed to survey the area possesses a length on each side of 80<span class="elsevierStyleHsp" style=""></span>m long, approximately. Display of apparent resistivities at depth were computed with the help of the software Electre-Pro (<a class="elsevierStyleCrossRef" href="#bib0055">Iris Instruments, 2010</a>), which computes the attribution point of each apparent resistivity measured at depth</p></span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">The <span class="elsevierStyleItalic">L</span>-array</span><p id="par0040" class="elsevierStylePara elsevierViewall">This ERT array was explained in detail by Chávez <span class="elsevierStyleItalic">et al.</span> (2011) and <a class="elsevierStyleCrossRef" href="#bib0015">Argote <span class="elsevierStyleItalic">et al.</span> (2013)</a>. In this case, two perpendicular ERT profiles are needed. The horseshoe arrangement employed in this investigation is depicted in <a class="elsevierStyleCrossRef" href="#fig0005">Figure 1</a>. This array allows surrounding the structure to be studied. In this particular example three ‘L's are carried out. The WS array is employed; the current electrodes (in red) are moved one electrode as well as the potential electrodes (<a class="elsevierStyleCrossRef" href="#fig0005">Figure 1A</a>), where the arrows define the direction of movement. <a class="elsevierStyleCrossRef" href="#fig0005">Figure 1B</a> depicts the distribution at depth of the apparent resistivities measured. Separation between current electrodes is increased by two electrode positions and the procedure is repeated once more. The process ends when the all electrodes in this geometry are used.</p><elsevierMultimedia ident="fig0005"></elsevierMultimedia></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">Dipole-Equatorial (<span class="elsevierStyleItalic">EQ</span>) array</span><p id="par0045" class="elsevierStylePara elsevierViewall">Such an array needs two parallel ERT lines (<a class="elsevierStyleCrossRef" href="#fig0010">Figure 2A</a>), where the current electrodes are kept fixed at the corner of each ERT line. The potential electrodes (M, N) will move in the direction of arrows until the total number of electrodes in each line is completed. Then, the current electrodes (A, B) move one electrode up (A). The resulting subsurface resistivity observations are displayed in (<a class="elsevierStyleCrossRef" href="#fig0010">Figure 2B</a>). It is possible to observe that each point at depth as well as the shallow line of observations is generated for each electrode change along the parallel transects (P1 and P2).</p><elsevierMultimedia ident="fig0010"></elsevierMultimedia></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Minimum Coupling (<span class="elsevierStyleItalic">MC</span>) array</span><p id="par0050" class="elsevierStylePara elsevierViewall">Two parallel lines are also needed to carry out the apparent resistivity observations, as mentioned above. The current electrodes are set at the corners of each ERT. In this array (<a class="elsevierStyleCrossRef" href="#fig0015">Figure 3A</a>), the current electrodes are fixed (A, B), whereas the potential (M, N) electrodes move along the P1-P1' line in the S-N direction. Such process continues until the last electrode is reached. Then, the current electrodes move one electrode space up and the process start again. The progression is over when the last electrode is reached. Then, the same procedure follows with the next line (P2-P2') and everything goes exactly the same. Observe the apparent resistivity distribution at depth obtained with this process. Two different resistivity patterns are obtained.</p><elsevierMultimedia ident="fig0015"></elsevierMultimedia></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Area of Study</span><p id="par0055" class="elsevierStylePara elsevierViewall">The area under study is found towards the southern portion of the Basin of Mexico, within the San Antonio Tecómitl town (<a class="elsevierStyleCrossRef" href="#fig0020">Figure 4A</a>). Geologically speaking, the area belongs to a transition zone identified by Marsal and Mazzari (1969). These authors divided the Basin of Mexico in three different regions. Zone I (Hilly zone) is formed by harder materials products of past eruptive events and found in the high<a name="p428"></a> ranges surrounding the basin. They have good load capacity and negligible compressibility. Zone II is a region that possesses poor stability, suffering of differential subsidence effects. Finally, Zone III ((Lacustrine Zone) is composed mainly by clayey sediments, and poorly consolidated materials that once were the bottom of the ancient lake of Texcoco in pre-Hispanic times. This small urbanized region is found on top of clays and sand lenses interbedded with soft eruptive materials (volcanic tuffs).</p><elsevierMultimedia ident="fig0020"></elsevierMultimedia><p id="par0060" class="elsevierStylePara elsevierViewall">Some of the dwellings composing the studied area present important damages in their foundations, walls and roofs. Images depicted by <a class="elsevierStyleCrossRef" href="#fig0020">Figures 4B</a> and <a class="elsevierStyleCrossRef" href="#fig0020">4C</a> show part of the damage found in the constructions located in this neighborhood. Subsidence effects and fractures observed in many portions of the dwellings are possibly produced by the ground water extraction; rain water flows from the highlands that undermine the shallow sedimentary layers at depth, and possible problems of anthropogenic origin, like water leaks from the water distribution network and so on.<a name="p429"></a></p></span><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0055">ERT-3D Investigation</span><p id="par0065" class="elsevierStylePara elsevierViewall">The geophysical study was carried out within the boundaries of a block of houses to characterize the subsoil beneath this settlement. <a class="elsevierStyleCrossRef" href="#fig0025">Figure 5A</a> outlines the horse-shoe array. Each circle and number depicts the position of every electrode along the streets surrounding the neighborhood. The main goal is to detect a fracture that crosses underneath, where evidence of such a feature can be observed in several homes, in terms of fissures in walls, and small fractures on the paved roads.</p><elsevierMultimedia ident="fig0025"></elsevierMultimedia><p id="par0070" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#fig0025">Figure 5B</a> depicts the observations at depth as calculated by using the program ElectrePro (<a class="elsevierStyleCrossRef" href="#bib0055">IRIS, 2010</a>). A total of 824 resistivity observations at depth can be estimated, depicted as black dots. A good coverage towards the northern portion of the working cube is attained. Black squares in the image depict the location of the 48 electrodes deployed partially surrounding the neighborhood. Unfortunately, the southern portion of the measured square could not be closed, due to the heavy traffic found in 5 de Mayo Avenue. We could not get permission by the local authorities to close the traffic in that street.</p><p id="par0075" class="elsevierStylePara elsevierViewall">It is possible to observe the measured apparent resistivities calculated by the program Electre-Pro and visualized with a special representation program. <a class="elsevierStyleCrossRef" href="#fig0030">Figure 6</a> displays the 824 apparent resistivities at depth. Each color determines the resistivity value measured with the resistivimeter, note that negative values are present. Such type of data is due to the methodology employed to compute every data point at depth. Yellow circles define the position of the electrodes. The highest variation in these values is found towards the northwestern portion of the <span class="elsevierStyleItalic">horseshoe</span> array, where low (~<span class="elsevierStyleHsp" style=""></span>10<span class="elsevierStyleHsp" style=""></span>Ohm-m) to high (><span class="elsevierStyleHsp" style=""></span>200Z<span class="elsevierStyleHsp" style=""></span>Ohm-m) apparent resistivity values have been measured. In general, apparent resistivity values are around 100<span class="elsevierStyleHsp" style=""></span>Ohm-m, which suggests that this is the average resistive value for the subsoil. Even if high resistive values are found in the deepest line provided by the MC array, it is clear that resolution at that depth with the array employed will be poor. Therefore, the array presented in this investigation may resolve anomalous resistivities located up to a depth of 20<span class="elsevierStyleHsp" style=""></span>m, approximately. Deeper resistive structures will have no meaning, and then a constraint can be added to the inversion process in terms of the maximum depth to be investigated.<a name="p430"></a><a name="p431"></a></p><elsevierMultimedia ident="fig0030"></elsevierMultimedia><p id="par0080" class="elsevierStylePara elsevierViewall">The inversion process carried out to compute the three dimensional resistivity model is an important module of the EarthImager3D (AGI, 2012) commercial package. This is based on the methodology described by <a class="elsevierStyleCrossRef" href="#bib0065">Loke and Barker (1996)</a>, which is explained in detail by <a class="elsevierStyleCrossRef" href="#bib0070">Tejero <span class="elsevierStyleItalic">et al.</span> (2002)</a>. The mathematical modelling of the real resistivities at depth includes several steps to arrive to a final solution. Initially, a starting model is constructed based on a given apparent resistivity distribution at depth. In this case, a half-space with a constant resistivity is assumed. Then, a selection of a non-linear optimization technique can be performed. Such a procedure must include the solution of a linearized inverse problem based on the current model and data misfit for a model update. Therefore, the elements of a Jacobean matrix must be assessed to finally solving the system of equations. It is important to mention that the underdetermined and ill-posed nature of the 3D resistivity data, which generally speaking, most of the geophysical data share; makes the inverse solution non-unique and ambiguous. Therefore, additional constraints or other type of criteria must be imposed to obtain a reasonable solution. In this investigation, we have employed the smooth model inversion, which is also known as Occam's inversion (<a class="elsevierStyleCrossRef" href="#bib0060">Lines and Treitel, 1988</a>; <a class="elsevierStyleCrossRef" href="#bib0045">DeGroot-Hedlin and Constable, 1990</a>). This type of process assumes that errors follow a Gaussian distribution (<a class="elsevierStyleCrossRef" href="#bib0070">Tejero <span class="elsevierStyleItalic">et al.</span>, 2002</a>).</p><p id="par0085" class="elsevierStylePara elsevierViewall">The misfit between the observed and computed values can be represented as the dispersion of the computed resistivity values in terms of the observed apparent resistivities. <a class="elsevierStyleCrossRef" href="#fig0035">Figure 7A</a> depicts the cross-plot calculated by the commercial program employed (EarthImager3D), which allowed to keep track of every inverted step. An initial RMS value of 20% is obtained for the first iteration process, where 8 iterations followed to reach a final solution. The corresponding cross-plot shows a much better fit between the observed and computed data (<a class="elsevierStyleCrossRef" href="#fig0035">Figure 7B</a>), with the corresponding RMS error computed of 8.9%.</p><elsevierMultimedia ident="fig0035"></elsevierMultimedia><p id="par0090" class="elsevierStylePara elsevierViewall">The inverted solution shows a high resistive alignment, which could be associated to a possible fracture (<a class="elsevierStyleCrossRef" href="#fig0040">Figure 8A</a>). As expected, the southern portion of the resistivity cube lacks of resolution. <a class="elsevierStyleCrossRef" href="#fig0035">Figure 7B</a> depicts the working cube from the top, and <a class="elsevierStyleCrossRef" href="#fig0035">Figure 7C</a> from the bottom, selecting a high resistivity (160<span class="elsevierStyleHsp" style=""></span>Ohm-m to 1,000<span class="elsevierStyleHsp" style=""></span>Ohm-m) interval. It is clear the high resistivity values depicting a NE-SW feature. Such an alignment can be associated to the presence of a fracture.</p><elsevierMultimedia ident="fig0040"></elsevierMultimedia><p id="par0095" class="elsevierStylePara elsevierViewall">These high resistive values (~<span class="elsevierStyleHsp" style=""></span>1000<span class="elsevierStyleHsp" style=""></span>Ohm-m) can be explained by assuming that the low consolidated materials forming this lacustrine basin (mainly clays) may fill the fracture, increasing its apparent resistivity, which is proportional to their porosity. It is expected that pores within the clays are mostly occupied by air, which behaves as a dielectric fluid, during the dry season (Ovando-Shelley <span class="elsevierStyleItalic">et al.</span>, 2007).<a name="p432"></a><a name="p433"></a></p><p id="par0100" class="elsevierStylePara elsevierViewall"><elsevierMultimedia ident="fig0045"></elsevierMultimedia>The 3D model has been superimposed over the satellite image (<a class="elsevierStyleCrossRef" href="#bib0050">Google-Earth, 2012</a>) in <a class="elsevierStyleCrossRef" href="#fig0040">Figure 8</a>. It is possible to observe that the high resistive alignment crosses in the NE-SW direction a series of houses within the studied neighborhood. Some of the fissures and cracks observed on the pavement and walls of houses coincide with the detected structure (<a class="elsevierStyleCrossRef" href="#fig0020">Figure 4B</a> and <a class="elsevierStyleCrossRef" href="#fig0020">Figure 4C</a>). These problems in the subsoil can be attributed to differences in water content leading to subsidence problems beneath houses or a differential compaction of sands and clays comprising the materials forming the Zone II.</p></span><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0060">Conclusions</span><p id="par0105" class="elsevierStylePara elsevierViewall">The 3D methodology employed with the ‘<span class="elsevierStyleItalic">horseshoe</span>’ array discussed in this investigation resolves adequately the characteristics of the subsurface. This methodology loose shallow information, due to the missing data points at the central and southern portions of the array, where no-electrodic line could be set, nevertheless, reliable information up to a depth of 20<span class="elsevierStyleHsp" style=""></span>m can be attained.</p><p id="par0110" class="elsevierStylePara elsevierViewall">Computed resistivity models depicted the buried fracture pattern affecting the urban complexes. Such pattern seems to extend beyond the limits of the surveyed areas, and is probably part of a more complex fracture system. It is very likely that fractures have been produced due to the poorly consolidated soil, which is part of a transition zone (Zone II, according to Marssal and Massari, 1969); the intense water extraction, that form ‘voids’ in the subsoil causing subsidence effects and finally the existence of regional faults to greater extent that might control these shallow features.</p><p id="par0115" class="elsevierStylePara elsevierViewall">Results provided useful information about the resistivity distribution beneath the areas studied, leaving to the corresponding authorities to define the remediation process to be carried out in this section of San Antonio Tecomitl to avoid possible collapses of the subsoil.</p><p id="par0120" class="elsevierStylePara elsevierViewall">This methodology provides of a new alternative tool to investigate the subsurface beneath constructions, where it is not possible to set a traditional ERT-3D array in urban populated areas or buildings.</p></span></span>" "textoCompletoSecciones" => array:1 [ "secciones" => array:14 [ 0 => array:2 [ "identificador" => "xres400563" "titulo" => "Resumen" ] 1 => array:2 [ "identificador" => "xpalclavsec378183" "titulo" => "Palabras clave" ] 2 => array:2 [ "identificador" => "xres400564" "titulo" => "Abstract" ] 3 => array:2 [ "identificador" => "xpalclavsec378184" "titulo" => "Keywords" ] 4 => array:2 [ "identificador" => "sec0005" "titulo" => "Introduction" ] 5 => array:2 [ "identificador" => "sec0010" "titulo" => "ERT-3D Methodology" ] 6 => array:2 [ "identificador" => "sec0015" "titulo" => "The L-array" ] 7 => array:2 [ "identificador" => "sec0020" "titulo" => "Dipole-Equatorial (EQ) array" ] 8 => array:2 [ "identificador" => "sec0025" "titulo" => "Minimum Coupling (MC) array" ] 9 => array:2 [ "identificador" => "sec0030" "titulo" => "Area of Study" ] 10 => array:2 [ "identificador" => "sec0035" "titulo" => "ERT-3D Investigation" ] 11 => array:2 [ "identificador" => "sec0040" "titulo" => "Conclusions" ] 12 => array:2 [ "identificador" => "xack115361" "titulo" => "Aknowledgments" ] 13 => array:1 [ "titulo" => "References" ] ] ] "pdfFichero" => "main.pdf" "tienePdf" => true "fechaRecibido" => "2013-06-21" "fechaAceptado" => "2014-05-20" "PalabrasClave" => array:2 [ "es" => array:1 [ 0 => array:4 [ "clase" => "keyword" "titulo" => "Palabras clave" "identificador" => "xpalclavsec378183" "palabras" => array:4 [ 0 => "tomografía de resistividad eléctrica 3-D" 1 => "Geofísica urbana" 2 => "fracturamientos" 3 => "hundimientos" ] ] ] "en" => array:1 [ 0 => array:4 [ "clase" => "keyword" "titulo" => "Keywords" "identificador" => "xpalclavsec378184" "palabras" => array:4 [ 0 => "electric resistivity tomography 3-D" 1 => "urban Geophysics" 2 => "fractures" 3 => "subsidence" ] ] ] ] "tieneResumen" => true "resumen" => array:2 [ "es" => array:2 [ "titulo" => "Resumen" "resumen" => "<p id="spar0050" class="elsevierStyleSimplePara elsevierViewall">Las técnicas geofísicas se pueden emplear para entender las características físicas del subsuelo en áreas densamente pobladas, donde los asentamientos urbanos presentan problemas estructurales. Un ejemplo interesante se presenta en esta investigación, donde se aplica en tres dimensiones el método de Tomografía de Resistividad Eléctrica (TRE-3D) empleando arreglos alternativos que permiten investigar el subsuelo bajo las construcciones afectadas.</p><p id="spar0055" class="elsevierStyleSimplePara elsevierViewall">Se estudia un pequeño barrio compuesto por un bloque de casas dentro del pueblo de San Antonio Tecomitl. El área se encuentra hacia la planicie de la Sierra del Chichinautzin, en el límite sur de la Cuenca de México. Este asentamiento sufre de fuertes daños estructurales debido a fracturamientos y hundimientos en el subsuelo. El método TRE-3D se realizó para caracterizar el subsuelo bajo este complejo urbano. Se utilizó un arreglo de resistividad especial (geometría de ‹<span class="elsevierStyleItalic">herradura</span>') empleando una combinación de arreglos en “L”, los métodos ecuatorial -dipolo y de Mínimo de Acoplamiento para ‹<span class="elsevierStyleItalic">iluminar</span>' en su totalidad el subsuelo que se encuentra debajo de la manzana de casas. Los modelos de resistividad calculados presentan un patrón de valores de alta resistividad, que coincide con las viviendas afectadas. Tal rasgo parece extenderse más allá de los límites de la región estudiada, y es probablemente parte de un sistema de fracturas más complejas. Es muy probable que las fracturas se produjeron debido al suelo pobremente consolidado, el cual es parte de una zona de transición; la intensa extracción de agua, que forman vacíos en el subsuelo provocando subsidencia y, finalmente, la existencia de fallas regionales de mayor extensión y profundidad que podrían controlar estas estructuras superficiales.</p>" ] "en" => array:2 [ "titulo" => "Abstract" "resumen" => "<p id="spar0060" class="elsevierStyleSimplePara elsevierViewall">Geophysical techniques can be employed to understand the physical characteristics of the subsurface in highly populated areas, where urban settlements present structural problems. An interesting example is presented in this investigation, where three-dimensional Electric Resistivity Tomography (ERT-3D) is applied employing alternative arrays that allow investigating the subsoil beneath the affected constructions.</p><p id="spar0065" class="elsevierStyleSimplePara elsevierViewall">A small neighborhood comprised by a block of houses within the town of San Antonio Tecómitl is studied. The area is found towards the outskirts of the Chichinautzin range, in the southern limit of the Mexican Basin. This settlement suffers of strong damage in their structures due to fractures and subsidence within the subsoil. ERT-3D was carried out to characterize the subsoil beneath this urban complex. A special resistivity array (‘<span class="elsevierStyleItalic">horse-shoe</span>’ geometry) employing a combination of ‘<span class="elsevierStyleItalic">L</span>’, <span class="elsevierStyleItalic">equatorial-dipole</span> and <span class="elsevierStyleItalic">minimum-coupling</span> methods was carried out to fully ‘<span class="elsevierStyleItalic">illuminate</span>’ the subsoil beneath the block of houses. Computed resistivity models depicted a high resistivity pattern that coincides with the affected houses. Such pattern seems to extend beyond the limits of the surveyed areas, and is probably part of a more complex fracture system. It is very likely that fractures have been produced due to the poorly consolidated soil, which is part of a transition zone; the intense water extraction, that form ‘voids’ in the subsoil causing subsidence effects and finally the existence of regional faults to greater extent that might control these shallow features.<a name="p426"></a></p>" ] ] "multimedia" => array:9 [ 0 => array:7 [ "identificador" => "fig0005" "etiqueta" => "Figure 1" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr1.jpeg" "Alto" => 695 "Ancho" => 1871 "Tamanyo" => 105084 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">Sequence designed to calculate the ‘<span class="elsevierStyleItalic">L</span>’ array (A), A and B indicate the current electrodes and M and N the potential electrodes. The computed distribution of observed apparent resistivities as measured by the resistivimeter is shown (B).</p>" ] ] 1 => array:7 [ "identificador" => "fig0010" "etiqueta" => "Figure 2" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr2.jpeg" "Alto" => 924 "Ancho" => 1877 "Tamanyo" => 108611 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">Sequence designed for the Equatorial Dipole dispositive (A) and the distribution of measured apparent resistivities at depth (B) are depicted.</p>" ] ] 2 => array:7 [ "identificador" => "fig0015" "etiqueta" => "Figure 3" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr3.jpeg" "Alto" => 723 "Ancho" => 1846 "Tamanyo" => 98174 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">Sequence designed for the Minimum Coupling (MC) (A) and distribution at depth of apparent resistivities (B) are displayed.</p>" ] ] 3 => array:7 [ "identificador" => "fig0020" "etiqueta" => "Figure 4" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr4.jpeg" "Alto" => 1221 "Ancho" => 1607 "Tamanyo" => 471125 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">The satellite image (<a class="elsevierStyleCrossRef" href="#bib0050">Google, 2012</a>) displays the San Antonio Tecomitl town. The inset depicts the different damages (B) and (C) observed in the study area. Note fissures and cracks on walls.</p>" ] ] 4 => array:7 [ "identificador" => "fig0025" "etiqueta" => "Figure 5" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr5.jpeg" "Alto" => 827 "Ancho" => 1872 "Tamanyo" => 165867 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0025" class="elsevierStyleSimplePara elsevierViewall">The <span class="elsevierStyleItalic">horse-shoe</span> array designed to study the affected block of houses. Circles and numbers indicate the location of the electrodes (A). The computed distribution of apparent resistivities at depth is depicted (B). 824 quadripoles are computed with a maximum penetration depth of 20<span class="elsevierStyleHsp" style=""></span>m.</p>" ] ] 5 => array:7 [ "identificador" => "fig0030" "etiqueta" => "Figure 6" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr6.jpeg" "Alto" => 1350 "Ancho" => 1863 "Tamanyo" => 348246 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0030" class="elsevierStyleSimplePara elsevierViewall">Measured resistivities at depth obtained from the field survey. Colors indicate the observed apparent resistivity value.</p>" ] ] 6 => array:7 [ "identificador" => "fig0035" "etiqueta" => "Figure 7" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr7.jpeg" "Alto" => 856 "Ancho" => 1869 "Tamanyo" => 93919 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0035" class="elsevierStyleSimplePara elsevierViewall">Apparent resistivity cross-plots calculated for the initial iteration (A) and the final iteration (B). 8 iterations were needed to come up to a final inverted resistivity model.</p>" ] ] 7 => array:7 [ "identificador" => "fig0040" "etiqueta" => "Figure 8" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => true "mostrarDisplay" => false "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr8.jpeg" "Alto" => 1149 "Ancho" => 1798 "Tamanyo" => 226447 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0040" class="elsevierStyleSimplePara elsevierViewall">The inverted cube is shown (A). High resistivity values can be associated to a fracture. Images to the right depict the working cube from the top (B) and from the bottom (C). Only high resistive values (~<span class="elsevierStyleHsp" style=""></span>1000<span class="elsevierStyleHsp" style=""></span>ohm-m) are depicted to observe clearly the resistive anomaly.</p>" ] ] 8 => array:7 [ "identificador" => "fig0045" "etiqueta" => "Figure 9" "tipo" => "MULTIMEDIAFIGURA" "mostrarFloat" => false "mostrarDisplay" => true "figura" => array:1 [ 0 => array:4 [ "imagen" => "gr9.jpeg" "Alto" => 1167 "Ancho" => 1686 "Tamanyo" => 380663 ] ] "descripcion" => array:1 [ "en" => "<p id="spar0045" class="elsevierStyleSimplePara elsevierViewall">The working cube is observed from the top. The Google image (<a class="elsevierStyleCrossRef" href="#bib0050">Google, 2012</a>) is superimposed on top of the resitivity anomalies. Observe the fracture in the NE-SW direction.</p>" ] ] ] "bibliografia" => array:2 [ "titulo" => "References" "seccion" => array:1 [ 0 => array:2 [ "identificador" => "bibs0005" "bibliografiaReferencia" => array:16 [ 0 => array:3 [ "identificador" => "bib0005" "etiqueta" => "AGI, 2010" "referencia" => array:1 [ 0 => array:1 [ "referenciaCompleta" => "AGI, 2010, EarthImagerTM 2D and 3D, Resistivity and IP inversion software: Advanced Geosciences Incorporated, <a id="intr0005" class="elsevierStyleInterRef" href="http://www.agiusa.com">www.agiusa.com</a>." ] ] ] 1 => array:3 [ "identificador" => "bib0010" "etiqueta" => "Aizebeokhai et al., 2009" "referencia" => array:1 [ 0 => array:1 [ "referenciaCompleta" => "Aizebeokhai A.P., Olayinka A.I., Singh V.S., 2009, Numerical evaluation of 3D geoelectrical resistivity imaging for environmental and engineering investigations using orthogonal profiles, SEG <span class="elsevierStyleItalic">Expanded Abstracts</span>, 1440, doi:10.1190/1.3255120." ] ] ] 2 => array:3 [ "identificador" => "bib0015" "etiqueta" => "Argote-Espino et al., 2013" "referencia" => array:1 [ 0 => array:2 [ "contribucion" => array:1 [ 0 => array:2 [ "titulo" => "3D electrical prospection in the archaeological site El Pahñu, Hidalgo State, Central Mexico:" "autores" => array:1 [ 0 => array:2 [ "etal" => false "autores" => array:7 [ 0 => "D. 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Flores-Márquez" ] ] ] ] ] "host" => array:1 [ 0 => array:1 [ "Revista" => array:5 [ "tituloSerie" => "Journal of Engineering and Environmental Geophysics" "fecha" => "2002" "volumen" => "7–3" "paginaInicial" => "130" "paginaFinal" => "139" ] ] ] ] ] ] 14 => array:3 [ "identificador" => "bib0075" "etiqueta" => "Tejero et al., 2014" "referencia" => array:1 [ 0 => array:1 [ "referenciaCompleta" => "Tejero A., Cifuentes G., Chávez R.E., LópezGonzález A., Delgado-Solorzano C., 2014, “L” and “Corner” arrays for 3D electrical resistivity tomography: An alternative for urban zones: <span class="elsevierStyleItalic">Near Surface Geophysics.</span> In press." ] ] ] 15 => array:3 [ "identificador" => "bib0080" "etiqueta" => "Trogu et al., 2011" "referencia" => array:1 [ 0 => array:2 [ "contribucion" => array:1 [ 0 => array:2 [ "titulo" => "3D electrical resistivity tomography to improve the knowledge of the subsoil below existing buildings" "autores" => array:1 [ 0 => array:2 [ "etal" => false "autores" => array:3 [ 0 => "A. Trogu" 1 => "G. Ranieri" 2 => "F. Fischanger" ] ] ] ] ] "host" => array:1 [ 0 => array:1 [ "Revista" => array:5 [ "tituloSerie" => "Environmental Semeiotics" "fecha" => "2011" "volumen" => "4–4" "paginaInicial" => "63" "paginaFinal" => "70" ] ] ] ] ] ] ] ] ] ] "agradecimientos" => array:1 [ 0 => array:4 [ "identificador" => "xack115361" "titulo" => "Aknowledgments" "texto" => "<p id="par0125" class="elsevierStylePara elsevierViewall">We thank the authorities of the Milpa Alta County, Dirección de Protección Civil for allowing us to carry out the field survey within the San Antonio Tecomitl urban zone. We are also grateful to the Engineering Geophysics students from the Faculty of Engineering UNAM for helping us in the field work. This study was financed by the Mexico City's Secretaría de Ciencia, Tecnología e Inovación agreement # PINV11-6. D. Vargas received a scholarship from this project.</p>" "vista" => "all" ] ] ] "idiomaDefecto" => "en" "url" => "/00167169/0000005300000004/v1_201412221101/S0016716914700765/v1_201412221101/en/main.assets" "Apartado" => array:4 [ "identificador" => "32621" "tipo" => "SECCION" "en" => array:2 [ "titulo" => "Original paper" "idiomaDefecto" => true ] "idiomaDefecto" => "en" ] "PDF" => "https://static.elsevier.es/multimedia/00167169/0000005300000004/v1_201412221101/S0016716914700765/v1_201412221101/en/main.pdf?idApp=UINPBA00004N&text.app=https://www.elsevier.es/" "EPUB" => "https://multimedia.elsevier.es/PublicationsMultimediaV1/item/epub/S0016716914700765?idApp=UINPBA00004N" ]
| Year/Month | Html | Total | |
|---|---|---|---|
| 2024 November | 14 | 5 | 19 |
| 2024 October | 110 | 16 | 126 |
| 2024 September | 86 | 9 | 95 |
| 2024 August | 104 | 13 | 117 |
| 2024 July | 104 | 10 | 114 |
| 2024 June | 95 | 13 | 108 |
| 2024 May | 165 | 20 | 185 |
| 2024 April | 114 | 10 | 124 |
| 2024 March | 154 | 16 | 170 |
| 2024 February | 119 | 14 | 133 |
| 2024 January | 132 | 11 | 143 |
| 2023 December | 100 | 13 | 113 |
| 2023 November | 153 | 19 | 172 |
| 2023 October | 151 | 12 | 163 |
| 2023 September | 101 | 17 | 118 |
| 2023 August | 82 | 12 | 94 |
| 2023 July | 145 | 31 | 176 |
| 2023 June | 121 | 45 | 166 |
| 2023 May | 105 | 15 | 120 |
| 2023 April | 59 | 7 | 66 |
| 2023 March | 104 | 11 | 115 |
| 2023 February | 104 | 12 | 116 |
| 2023 January | 91 | 10 | 101 |
| 2022 December | 66 | 7 | 73 |
| 2022 November | 84 | 21 | 105 |
| 2022 October | 94 | 19 | 113 |
| 2022 September | 86 | 16 | 102 |
| 2022 August | 98 | 12 | 110 |
| 2022 July | 83 | 21 | 104 |
| 2022 June | 56 | 16 | 72 |
| 2022 May | 59 | 21 | 80 |
| 2022 April | 75 | 16 | 91 |
| 2022 March | 65 | 12 | 77 |
| 2022 February | 60 | 12 | 72 |
| 2022 January | 99 | 8 | 107 |
| 2021 December | 110 | 14 | 124 |
| 2021 November | 62 | 9 | 71 |
| 2021 October | 65 | 12 | 77 |
| 2021 September | 70 | 10 | 80 |
| 2021 August | 63 | 15 | 78 |
| 2021 July | 79 | 15 | 94 |
| 2021 June | 30 | 5 | 35 |
| 2021 May | 63 | 15 | 78 |
| 2021 April | 152 | 32 | 184 |
| 2021 March | 127 | 19 | 146 |
| 2021 February | 80 | 25 | 105 |
| 2021 January | 67 | 10 | 77 |
| 2020 December | 57 | 15 | 72 |
| 2020 November | 88 | 10 | 98 |
| 2020 October | 66 | 14 | 80 |
| 2020 September | 33 | 10 | 43 |
| 2020 August | 36 | 7 | 43 |
| 2020 July | 21 | 15 | 36 |
| 2020 June | 31 | 4 | 35 |
| 2020 May | 39 | 6 | 45 |
| 2020 April | 38 | 6 | 44 |
| 2020 March | 33 | 5 | 38 |
| 2020 February | 33 | 5 | 38 |
| 2020 January | 39 | 7 | 46 |
| 2019 December | 26 | 7 | 33 |
| 2019 November | 30 | 6 | 36 |
| 2019 October | 45 | 4 | 49 |
| 2019 September | 55 | 8 | 63 |
| 2019 August | 34 | 5 | 39 |
| 2019 July | 42 | 6 | 48 |
| 2019 June | 68 | 3 | 71 |
| 2019 May | 133 | 7 | 140 |
| 2019 April | 96 | 14 | 110 |
| 2019 March | 32 | 2 | 34 |
| 2019 February | 25 | 5 | 30 |
| 2019 January | 15 | 7 | 22 |
| 2018 December | 25 | 1 | 26 |
| 2018 November | 42 | 11 | 53 |
| 2018 October | 30 | 5 | 35 |
| 2018 September | 29 | 8 | 37 |
| 2018 August | 29 | 2 | 31 |
| 2018 July | 14 | 2 | 16 |
| 2018 June | 21 | 6 | 27 |
| 2018 May | 24 | 16 | 40 |
| 2018 April | 37 | 9 | 46 |
| 2018 March | 16 | 7 | 23 |
| 2018 February | 26 | 0 | 26 |
| 2018 January | 10 | 0 | 10 |
| 2017 December | 17 | 5 | 22 |
| 2017 November | 12 | 4 | 16 |
| 2017 October | 20 | 7 | 27 |
| 2017 September | 8 | 10 | 18 |
| 2017 August | 28 | 9 | 37 |
| 2017 July | 16 | 3 | 19 |
| 2017 June | 26 | 8 | 34 |
| 2017 May | 24 | 4 | 28 |
| 2017 April | 11 | 16 | 27 |
| 2017 March | 25 | 87 | 112 |
| 2017 February | 22 | 6 | 28 |
| 2017 January | 18 | 6 | 24 |
| 2016 December | 45 | 21 | 66 |
| 2016 November | 39 | 29 | 68 |
| 2016 October | 40 | 12 | 52 |
| 2016 September | 43 | 16 | 59 |
| 2016 August | 29 | 15 | 44 |
| 2016 July | 28 | 10 | 38 |
| 2016 June | 24 | 31 | 55 |
| 2016 May | 15 | 23 | 38 |
| 2016 April | 14 | 30 | 44 |
| 2016 March | 17 | 19 | 36 |
| 2016 February | 16 | 18 | 34 |
| 2016 January | 17 | 29 | 46 |
| 2015 December | 22 | 49 | 71 |
| 2015 November | 16 | 23 | 39 |
| 2015 October | 18 | 37 | 55 |
| 2015 September | 18 | 35 | 53 |
| 2015 August | 38 | 14 | 52 |
| 2015 July | 33 | 12 | 45 |
| 2015 June | 25 | 4 | 29 |
| 2015 May | 32 | 8 | 40 |
| 2015 April | 50 | 22 | 72 |
| 2015 March | 35 | 16 | 51 |
| 2015 February | 19 | 33 | 52 |
| 2015 January | 12 | 15 | 27 |
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