<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0016-7169</journal-id>
<journal-title><![CDATA[Geofísica internacional]]></journal-title>
<abbrev-journal-title><![CDATA[Geofís. Intl]]></abbrev-journal-title>
<issn>0016-7169</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Instituto de Geofísica]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0016-71692022000300153</article-id>
<article-id pub-id-type="doi">10.22201/igeof.00167169p.2022.61.3.2043</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Use of Artificial Neural Networks to predict strong ground motion duration of Interplate and Inslab Mexican Earthquakes for Soft and Firm Soils]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Flores-Mendoza]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rodríguez-Alcántara]]></surname>
<given-names><![CDATA[J. U.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Pozos-Estrada]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gómez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Nacional Autónoma de México Instituto de Ingeniería ]]></institution>
<addr-line><![CDATA[Ciudad de México ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2022</year>
</pub-date>
<volume>61</volume>
<numero>3</numero>
<fpage>153</fpage>
<lpage>179</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S0016-71692022000300153&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S0016-71692022000300153&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S0016-71692022000300153&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Artificial neural network models are developed to predict strong ground motion duration of subduction events for soft and firm soils. To train the artificial neural network a database with a total of 3153 seismic records with two horizontal components for interplate and inslab earthquakes is employed. The principal component method is used to carry out a dimensionality reduction of the input parameters to develop the artificial neural network models. The predicted values of the strong ground motion duration trained by the artificial neural network models are compared with those estimated with empirical expressions. In general, the strong ground motion duration predicted with the artificial neural networks follows the same tendency of that calculated with the empirical equations, although in some cases, the strong ground motion duration predicted by using the artificial neural network models presents sudden changes in its behavior. For this reason, it is recommended to carry out several verifications of the trained artificial neural network models before using them for further engineering applications, for example the simulation of synthetic records or the evaluation of seismic damage indices.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Se desarrollan modelos de red neuronal artificial para predecir la duración del movimiento fuerte del terreno de eventos de subducción en suelos firme y blando. Para entrenar la red neuronal artificial se emplea una base de datos con un total de 3153 registros sísmicos con dos componentes horizontales para eventos de interplaca e intraslab. El método de componente principal es usado para realizar una reducción dimensional de los parámetros de entrada para desarrollar los modelos de red neuronal artificial. Los valores predichos de la duración del movimiento fuerte del terreno por la red neuronal entrenada son comparados con aquellos estimados con expresiones empíricas. En general, la duración del movimiento fuerte del terreno predicha con la red neuronal artificial sigue la misma tendencia que la calculada con las ecuaciones empíricas, aunque en algunos casos, ésta presenta cambios repentinos en su comportamiento. Por esta razón, es recomendado llevar a cabo varias verificaciones de los modelos entrenados de la red neuronal artificial antes de usarlos para más aplicaciones ingenieriles, por ejemplo, la simulación de registros sintéticos o la evaluación de índices sísmicos de daño.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Red neuronal artificial]]></kwd>
<kwd lng="es"><![CDATA[duración del movimiento fuerte del terreno]]></kwd>
<kwd lng="es"><![CDATA[eventos de subducción]]></kwd>
<kwd lng="es"><![CDATA[expresiones empíricas y México]]></kwd>
<kwd lng="en"><![CDATA[Artificial neural network]]></kwd>
<kwd lng="en"><![CDATA[strong ground motion duration]]></kwd>
<kwd lng="en"><![CDATA[subduction events]]></kwd>
<kwd lng="en"><![CDATA[empirical expressions and Mexico]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alcántara]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ovando]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Macias]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Neural estimation of strong ground motion duration]]></article-title>
<source><![CDATA[Geofisica Internacional]]></source>
<year>2014</year>
<volume>56</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>221-39</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Arias]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hansen]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[A measure of earthquake intensity, Seismic Design of Nuclear Power Plants]]></source>
<year>1970</year>
<page-range>438-83</page-range><publisher-loc><![CDATA[Cambridge, Mass. ]]></publisher-loc>
<publisher-name><![CDATA[MIT Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Arias]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Local directivity of strong ground motion]]></source>
<year>1996</year>
<conf-name><![CDATA[ 11thWorld Conference on Earthquake Eng.]]></conf-name>
<conf-loc>Acapulco, Mexico </conf-loc>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Arjun]]></surname>
<given-names><![CDATA[C.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Neural network estimation of duration of strong ground motion using Japanese earthquake records]]></article-title>
<source><![CDATA[Soil Dynamics and Earthquake Engineering]]></source>
<year>2011</year>
<volume>31</volume>
<page-range>866-72</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Benjamin]]></surname>
<given-names><![CDATA[J.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Cornell]]></surname>
<given-names><![CDATA[C.A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Probability, Statistics and Decision for Civil Engineers]]></source>
<year>1970</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[McGraw-Hill]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bhargavi]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Raghukanth]]></surname>
<given-names><![CDATA[S.T.G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Rating damage potential of ground motion records]]></article-title>
<source><![CDATA[Earthquake Engineering and Engineering Vibration]]></source>
<year>2019</year>
<volume>18</volume>
<page-range>233-54</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bommer]]></surname>
<given-names><![CDATA[J.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Pereira]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The effective duration of earthquake strong motion]]></article-title>
<source><![CDATA[Journal of Earthquake Engineering]]></source>
<year>1999</year>
<volume>3</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>127-72</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bommer]]></surname>
<given-names><![CDATA[J.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Douglas]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Scherbaum]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Cotton]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Bungum]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Fah]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On the selection of ground-motion prediction equations for seismic Hazard analysis]]></article-title>
<source><![CDATA[Seism. Res. Lett.]]></source>
<year>2010</year>
<volume>81</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>783-93</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Boore]]></surname>
<given-names><![CDATA[D.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Joyner]]></surname>
<given-names><![CDATA[W.B.]]></given-names>
</name>
<name>
<surname><![CDATA[Fumal]]></surname>
<given-names><![CDATA[T.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Equations for estimating horizontal response spectra and peak acceleration from western North America]]></article-title>
<source><![CDATA[Seism. Res. Lett.]]></source>
<year>1997</year>
<volume>68</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>128-53</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="">
<collab>BSSC</collab>
<source><![CDATA[NEHRP Recommended provisions for seismic regulations for new buildings and other structures]]></source>
<year>2004</year>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="">
<collab>CMT</collab>
<source><![CDATA[Centroid Moment Tensor Catalog]]></source>
<year>2013</year>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cruz]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Arredondo]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Jaimez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[New source duration relationships for Mexican earthquakes: Practical application to stochastic summation methods]]></article-title>
<source><![CDATA[Pure Appl. Geophys.]]></source>
<year>2020</year>
<volume>177</volume>
<page-range>4775-96</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Flores-Estrella]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Yussim]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Lomnitz]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Seismic response of the Mexico City Basin: A review of twenty years of research]]></article-title>
<source><![CDATA[Natural Hazards]]></source>
<year>2007</year>
<volume>40</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>357-72</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Franco]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Cruz]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Estrada]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Reporte preliminar del sismo del 13 de abril de 2007, Guerrero, México]]></article-title>
<source><![CDATA[Boletín de la Sociedad Geológica Mexicana]]></source>
<year>2007</year>
<volume>59</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>71-81</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Franke]]></surname>
<given-names><![CDATA[K.W.]]></given-names>
</name>
<name>
<surname><![CDATA[Candia]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Mayoral]]></surname>
<given-names><![CDATA[J.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Wood]]></surname>
<given-names><![CDATA[C.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Montgomery]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Hutchinson]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales-Velez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Observed building damage patterns and foundation performance in Mexico City following the 2017 M7.1 Puebla-Mexico City earthquake]]></article-title>
<source><![CDATA[Soil Dynamics and Earthquake Engineering]]></source>
<year>2019</year>
<volume>125</volume>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Estimación de parámetros del movimiento fuerte del suelo para terremotos interplaca e intraslab en México Central]]></source>
<year>2006</year>
<publisher-loc><![CDATA[Madrid, España ]]></publisher-loc>
<publisher-name><![CDATA[Universidad Complutense de Madrid]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Herraiz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[J.F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Inslab earthquakes of Central Mexico: Q, source spectra, and stress drop]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>2004</year>
<volume>94</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>789-802</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Herraiz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[J.F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Inslab earthquakes of Central Mexico: Peak ground-motion parameters and response spectra]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>2005</year>
<volume>95</volume>
<page-range>2272-82</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Herraiz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[J.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Cruz]]></surname>
<given-names><![CDATA[J. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Influence of subduction zone structure on coastal and inland attenuation in Mexico]]></article-title>
<source><![CDATA[Geophys. J. Int.]]></source>
<year>2009</year>
<volume>179</volume>
<page-range>215-30</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[J. D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Estimación de parámetros del movimiento fuerte del suelo para terremotos interplaca e intraslab en México central]]></source>
<year>2006</year>
<publisher-name><![CDATA[Facultad de ciencias físicas, Universidad complutense de Madrid]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[S.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Romo]]></surname>
<given-names><![CDATA[M.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Mayoral]]></surname>
<given-names><![CDATA[J.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimation of peak ground accelerations for Mexican subduction zone earthquakes using neural networks]]></article-title>
<source><![CDATA[Geofisica Internacional]]></source>
<year>2007</year>
<volume>46</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>51-63</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Haykin]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural Networks: A Comprehensive Foundation]]></source>
<year>1999</year>
<edition>2nd</edition>
<page-range>156-255</page-range><publisher-loc><![CDATA[Englewood Cliffs, NJ, USA ]]></publisher-loc>
<publisher-name><![CDATA[Prentice-Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hong]]></surname>
<given-names><![CDATA[H.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Goda]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Orientation-dependent ground-motion measure for seismic-hazard assessment]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>2007</year>
<volume>97</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1525-38</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hong]]></surname>
<given-names><![CDATA[H.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[T.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[C.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Observation on the application of artificial neural network for predicting ground motion measures]]></article-title>
<source><![CDATA[Earthq Sci.]]></source>
<year>2012</year>
<volume>25</volume>
<page-range>161-75</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hong]]></surname>
<given-names><![CDATA[H.P.]]></given-names>
</name>
<name>
<surname><![CDATA[Pozos-Estrada]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gomez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Orientation effect on ground motion measure for Mexican subduction earthquakes]]></article-title>
<source><![CDATA[Earthquake Engineering and Engineering Vibration]]></source>
<year>2009</year>
<volume>8</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-16</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Housner]]></surname>
<given-names><![CDATA[G.W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Intensity of ground motion during strong earthquakes]]></source>
<year>1952</year>
<publisher-loc><![CDATA[Pasadena ]]></publisher-loc>
<publisher-name><![CDATA[Calif. Inst. of Tech., Earthquake Eng. Res. Lab.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jaimes]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramirez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Reinoso]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Ground-Motion Prediction Model From Intermediate-Depth Intraslab Earthquakes at the Hill and Lake-Bed Zone of Mexico City]]></article-title>
<source><![CDATA[Journal of Earthquake Engineering]]></source>
<year>2015</year>
<volume>19</volume>
<page-range>1260-78</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Joyner]]></surname>
<given-names><![CDATA[W.B.]]></given-names>
</name>
<name>
<surname><![CDATA[Boore]]></surname>
<given-names><![CDATA[D.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Methods for regression analysis of strong-motion data]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>1993</year>
<volume>83</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>469-87</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kamatchi]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Rajasankar]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramana]]></surname>
<given-names><![CDATA[G.V.]]></given-names>
</name>
<name>
<surname><![CDATA[Nagpal]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A neural network based methodology to predict site-specific spectral acceleration values]]></article-title>
<source><![CDATA[Earthquake Engineering and Engineering Vibration]]></source>
<year>2010</year>
<volume>9</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>459-72</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lindt]]></surname>
<given-names><![CDATA[J.W.]]></given-names>
</name>
<name>
<surname><![CDATA[Goh]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Earthquake Duration Effect on Structural Reliability]]></article-title>
<source><![CDATA[Journal of Structural Engineering]]></source>
<year>2004</year>
<volume>130</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>821-6</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lovric]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Encyclopedia of Statistical Science]]></source>
<year>2011</year>
<page-range>636</page-range><publisher-loc><![CDATA[Berlin, Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lowry]]></surname>
<given-names><![CDATA[A.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Larson]]></surname>
<given-names><![CDATA[K.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kostoglodov]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Bilham]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Transient fault slip in Guerrero, southern Mexico]]></article-title>
<source><![CDATA[Geophys. Res. Lett.]]></source>
<year>2001</year>
<volume>28</volume>
<page-range>3753-6</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Marquardt]]></surname>
<given-names><![CDATA[D.W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An algorithm for least squares estimation of non-linear parameters]]></article-title>
<source><![CDATA[Journal of the Society for Industrial and Applied Mathematics]]></source>
<year>1963</year>
<volume>11</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>431-41</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Marsal]]></surname>
<given-names><![CDATA[R.J.]]></given-names>
</name>
<name>
<surname><![CDATA[Masari]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[El subsuelo de la ciudad de México]]></source>
<year>1959</year>
<conf-name><![CDATA[ primerCongreso Panamericano de Mécanica de Suelos e ingeniería de Cimentaciones]]></conf-name>
<conf-loc>D.F., México </conf-loc>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="">
<collab>MATLAB</collab>
<source><![CDATA[The MathWorks]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[D. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Notz]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Fligner]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[The basic practice of statistics]]></source>
<year>2013</year>
<page-range>654</page-range><publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[W.H. Freeman and Co.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="book">
<source><![CDATA[Normas Técnicas Complementarias para Diseño por Sismo, Reglamento de Construcciones para el Distrito Federal]]></source>
<year>2004</year>
<publisher-loc><![CDATA[México ]]></publisher-loc>
<publisher-name><![CDATA[Gaceta Oficial del Departamento del Distrito Federal]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="book">
<source><![CDATA[Normas Técnicas Complementarias para Diseño por Sismo, Reglamento de Construcciones para la Ciudad de México]]></source>
<year>2017</year>
<publisher-loc><![CDATA[México ]]></publisher-loc>
<publisher-name><![CDATA[Gaceta Oficial de la Ciudad de México]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pande]]></surname>
<given-names><![CDATA[G. N.]]></given-names>
</name>
<name>
<surname><![CDATA[Shin]]></surname>
<given-names><![CDATA[H.S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of ICE Civil Engineering 157]]></source>
<year>2004</year>
<page-range>39-42</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pozos-Estrada]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Chávez]]></surname>
<given-names><![CDATA[M.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Jaimes]]></surname>
<given-names><![CDATA[M.Á.]]></given-names>
</name>
<name>
<surname><![CDATA[Arnau]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Guerrero]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Damages observed in locations of Oaxaca due to the Tehuantepec Mw8.2 earthquake, Mexico]]></article-title>
<source><![CDATA[Natural Hazards]]></source>
<year>2019</year>
<volume>97</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>623-41</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pozos-Estrada]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gómez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hong]]></surname>
<given-names><![CDATA[H.P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Use of neuronal network to predict the peak ground accelerations and pseudo spectral accelerations for Mexican inslab and interplate earthquake]]></article-title>
<source><![CDATA[Geofísica Internacional]]></source>
<year>2014</year>
<volume>53</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>39-57</page-range></nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Press]]></surname>
<given-names><![CDATA[W.H.]]></given-names>
</name>
<name>
<surname><![CDATA[Teukolsky]]></surname>
<given-names><![CDATA[S.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Vetterling]]></surname>
<given-names><![CDATA[A.W.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Flannery]]></surname>
<given-names><![CDATA[B.P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Numerical Recipes in C: The Art of Scientific Computing]]></source>
<year>1992</year>
<page-range>683-8</page-range><publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Principe]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Euliano]]></surname>
<given-names><![CDATA[N.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Lefebvre]]></surname>
<given-names><![CDATA[W.C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Neural and Adaptive Systems: Fundamentals through Simulation]]></source>
<year>1999</year>
<publisher-loc><![CDATA[New York, NY, USA ]]></publisher-loc>
<publisher-name><![CDATA[John Wiley and Sons]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Reinoso]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Duration of strong ground motion during Mexican earthquakes in terms of magnitude, distance to the rupture area and dominant site period]]></article-title>
<source><![CDATA[Earthquake engineering and structural dynamics]]></source>
<year>2001</year>
<volume>30</volume>
<page-range>653-73</page-range></nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodríguez]]></surname>
<given-names><![CDATA[P. Q.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Seismic source parameters of normal faulting inslab earthquake in central Mexico]]></article-title>
<source><![CDATA[Pure Appl. Geophys.]]></source>
<year>2016</year>
<volume>173</volume>
<page-range>2587-619</page-range></nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rumelhart]]></surname>
<given-names><![CDATA[D.E.]]></given-names>
</name>
<name>
<surname><![CDATA[Hinton]]></surname>
<given-names><![CDATA[G.E.]]></given-names>
</name>
<name>
<surname><![CDATA[Williams]]></surname>
<given-names><![CDATA[R.J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning Internal Representation by Error Backpropagation, in Parallel Distributed Processing: Explorations Microstructure of Cognition]]></source>
<year>1986</year>
<volume>1</volume>
<page-range>318-62</page-range><publisher-loc><![CDATA[Cambridge, Mass, USA ]]></publisher-loc>
<publisher-name><![CDATA[MIT Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Salmon]]></surname>
<given-names><![CDATA[M.W.]]></given-names>
</name>
<name>
<surname><![CDATA[Short]]></surname>
<given-names><![CDATA[S.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kennedy]]></surname>
<given-names><![CDATA[R.P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Strong motion duration and earthquake magnitude relationships]]></source>
<year>1992</year>
<publisher-name><![CDATA[Lawrence Livermore National Laboratory]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B48">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shahin]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Maier]]></surname>
<given-names><![CDATA[H.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Jaksa]]></surname>
<given-names><![CDATA[M.B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data division for developing neural networks applied to geotechnical engineering]]></article-title>
<source><![CDATA[Journal of Computing in Civil Engineering]]></source>
<year>2004</year>
<volume>18</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>105-14</page-range></nlm-citation>
</ref>
<ref id="B49">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On the origin of long coda observed in the lake-bed strong-motion records of Mexico City]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>1993</year>
<volume>83</volume>
<page-range>1298-306</page-range></nlm-citation>
</ref>
<ref id="B50">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Reinoso]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Arroyo]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cruz-Atienza]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Pérez-Campos]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Iglesias]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hjörleifsdóttir]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Deadly Intraslab Mexico Earthquake of 19 September 2017 (Mw 7.1): Ground Motion and Damage Pattern in Mexico City]]></article-title>
<source><![CDATA[Seism. Res. Lett.]]></source>
<year>2017</year>
<volume>89</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>2193-203</page-range></nlm-citation>
</ref>
<ref id="B51">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[S. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[J. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Ordaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kostoglodov]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Source Time Function and Duration of Mexican Earthquakes]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>2000</year>
<volume>90</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>468-82</page-range></nlm-citation>
</ref>
<ref id="B52">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Strasser]]></surname>
<given-names><![CDATA[F.O.]]></given-names>
</name>
<name>
<surname><![CDATA[Bommer]]></surname>
<given-names><![CDATA[J.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Review: Strong Ground Motions-Have We Seen the Worst?]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>2009</year>
<volume>99</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>2613 2637</page-range></nlm-citation>
</ref>
<ref id="B53">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Trifunac]]></surname>
<given-names><![CDATA[M.D.]]></given-names>
</name>
<name>
<surname><![CDATA[Brady]]></surname>
<given-names><![CDATA[A.G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A study on the duration of strong earthquake ground motion]]></article-title>
<source><![CDATA[Bull. Seism. Soc. Am.]]></source>
<year>1975</year>
<volume>65</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>581-626</page-range></nlm-citation>
</ref>
<ref id="B54">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Trifunac]]></surname>
<given-names><![CDATA[M.D.]]></given-names>
</name>
<name>
<surname><![CDATA[Westermo]]></surname>
<given-names><![CDATA[B.D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Duration of strong earthquake shaking]]></article-title>
<source><![CDATA[Soil Dynamics and Earthquake Engineering]]></source>
<year>1982</year>
<volume>1</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>117-21</page-range></nlm-citation>
</ref>
<ref id="B55">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Twomey]]></surname>
<given-names><![CDATA[J.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Smith]]></surname>
<given-names><![CDATA[A.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Performance measures, consistency, and power for artificial neural network models]]></article-title>
<source><![CDATA[Mathl. Comput. Modelling]]></source>
<year>1995</year>
<volume>21</volume>
<numero>1/2</numero>
<issue>1/2</issue>
<page-range>243-58</page-range></nlm-citation>
</ref>
<ref id="B56">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yaghmaei-Sabegh]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Earthquake ground-motion duration estimation using general regression neural network]]></article-title>
<source><![CDATA[Scientia Iranica]]></source>
<year>2018</year>
<volume>25</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>2425-39</page-range></nlm-citation>
</ref>
<ref id="B57">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yuce]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Mastrocinque]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Packianather]]></surname>
<given-names><![CDATA[M. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Pham]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Lambiase]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Fruggiero]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Neural network design and feature selection using principal component analysis and Taguchi method for identifying wood veneer defects]]></article-title>
<source><![CDATA[Production and manufacturing research]]></source>
<year>2014</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>291-308</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
