<?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>0035-001X</journal-id>
<journal-title><![CDATA[Revista mexicana de física]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. mex. fis.]]></abbrev-journal-title>
<issn>0035-001X</issn>
<publisher>
<publisher-name><![CDATA[Sociedad Mexicana de Física]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0035-001X2012000200011</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Identificación de aceros por espectroscopia de rompimiento inducido por láser (LIBS) y análisis de componentes principales]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Contreras]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Meneses-Nava]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Torres-Armenta]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Robles-Camacho]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Barbosa-García]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Centro de Investigaciones en Óptica A.C. Grupo de Propiedades Ópticas de la Materia ]]></institution>
<addr-line><![CDATA[León ]]></addr-line>
<country>México</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Instituto Nacional de Antropología e Historia Laboratorio de Arqueometría del Occidente ]]></institution>
<addr-line><![CDATA[Morelia ]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>04</month>
<year>2012</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>04</month>
<year>2012</year>
</pub-date>
<volume>58</volume>
<numero>2</numero>
<fpage>184</fpage>
<lpage>190</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S0035-001X2012000200011&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S0035-001X2012000200011&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S0035-001X2012000200011&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[En la actualidad existe una producción de mas de 100 000 aceros diferentes de acuerdo a su composición química y propiedades mecánicas; sin embargo, una vez en el mercado, no existe técnica alguna capaz de identificar y clasificar cualquier acero según su clase o grado. En este trabajo se describe un método capaz de identificar y clasificar aceros a través de la determinación de su composición química. El método propuesto se basa en un análisis de espectroscopia atómica procedente de la técnica LIBS así como del análisis multivariado de los espectros de emision. Para aceros pertenecientes a diferentes clases se detectaron diferencias espectrales considerables debidas a su composición elemental, lo que hace posible su identification de una manera rápida. En el caso de dos aceros analizados de una misma clase, pero de distinto grado, la información espectral no es suficiente para una discriminación satisfactoria a simple vista ya que las diferencias en composición son relativamente bajas (< 0.5 %); sin embargo, con el análisis de componentes principales (PCA) se logro la discriminación de las 4 muestras de acero (de acuerdo a su clase y grado).]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Nowadays there exist more than 100 000 different types of steels according to their chemical and physical properties. Nevertheless there is not a unique method capable to identify or classify any sample of steel according to its class or grade. In this work it is described a method capable to identify and classify steels due to the chemical composition determination. The proposed method is based in the analysis ofatomic spectra by Laser Induced Breakdown Spectroscopy (LIBS) and Principal Component Analysis (PCA). For steels from different classes it is possible to discriminate them due to their chemical composition. For steels from the same class but different grade, the information on the spectra is not sufficient for a satisfactory discrimination because of the relatively low difference in composition (< 0.5 %); however, discrimination ofall analyzed samples is possible using PCA.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Espectroscopia de rompimiento inducido por laser]]></kwd>
<kwd lng="es"><![CDATA[LIBS]]></kwd>
<kwd lng="es"><![CDATA[PCA]]></kwd>
<kwd lng="es"><![CDATA[aceros]]></kwd>
<kwd lng="es"><![CDATA[metodos multivariados]]></kwd>
<kwd lng="en"><![CDATA[Laser induced breakdown spectroscopy]]></kwd>
<kwd lng="en"><![CDATA[LIBS]]></kwd>
<kwd lng="en"><![CDATA[PCA]]></kwd>
<kwd lng="en"><![CDATA[Steels]]></kwd>
<kwd lng="en"><![CDATA[multivariate analysis]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Investigaci&oacute;n</font></p>     <p align="justify"><font face="verdana" size="4">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>Identificaci&oacute;n de aceros por espectroscopia de rompimiento inducido por l&aacute;ser (LIBS) y an&aacute;lisis de componentes principales</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>U. Contreras<sup>a</sup>, M.A. Meneses&#150;Nava<sup>a</sup>, D. Torres&#150;Armenta<sup>a</sup>, J. Robles&#150;Camacho<sup>b</sup> y O. Barbosa&#150;Garc&iacute;a<sup>a</sup></b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><i><sup>a</sup> Grupo de Propiedades &Oacute;pticas de la Materia, Centro de Investigaciones en &Oacute;ptica A.C., Loma del Bosque 115, 37150 Le&oacute;n, M&eacute;xico. </i></font></p>     <p align="justify"><font face="verdana" size="2"><i><sup>b</sup> Laboratorio de Arqueometr&iacute;a del Occidente, Instituto Nacional de Antropolog&iacute;a e Historia, Centro INAH Michoac&aacute;n, Madero Oriente 799, Morelia, 58000, M&eacute;xico.</i></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2">Recibido el 18 de enero de 2012.    ]]></body>
<body><![CDATA[<br> Aceptado el 27 de marzo de 2012.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>     <p align="justify"><font face="verdana" size="2">En la actualidad existe una producci&oacute;n de mas de 100 000 aceros diferentes de acuerdo a su composici&oacute;n qu&iacute;mica y propiedades mec&aacute;nicas; sin embargo, una vez en el mercado, no existe t&eacute;cnica alguna capaz de identificar y clasificar cualquier acero seg&uacute;n su clase o grado. En este trabajo se describe un m&eacute;todo capaz de identificar y clasificar aceros a trav&eacute;s de la determinaci&oacute;n de su composici&oacute;n qu&iacute;mica. El m&eacute;todo propuesto se basa en un an&aacute;lisis de espectroscopia at&oacute;mica procedente de la t&eacute;cnica LIBS as&iacute; como del an&aacute;lisis multivariado de los espectros de emision. Para aceros pertenecientes a diferentes clases se detectaron diferencias espectrales considerables debidas a su composici&oacute;n elemental, lo que hace posible su identification de una manera r&aacute;pida. En el caso de dos aceros analizados de una misma clase, pero de distinto grado, la informaci&oacute;n espectral no es suficiente para una discriminaci&oacute;n satisfactoria a simple vista ya que las diferencias en composici&oacute;n son relativamente bajas (&lt; 0.5 %); sin embargo, con el an&aacute;lisis de componentes principales (PCA) se logro la discriminaci&oacute;n de las 4 muestras de acero (de acuerdo a su clase y grado).</font></p>     <p align="justify"><font face="verdana" size="2"><b>Descriptores: </b>Espectroscopia de rompimiento inducido por laser; LIBS; PCA; aceros; metodos multivariados.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>     <p align="justify"><font face="verdana" size="2">Nowadays there exist more than 100 000 different types of steels according to their chemical and physical properties. Nevertheless there is not a unique method capable to identify or classify any sample of steel according to its class or grade. In this work it is described a method capable to identify and classify steels due to the chemical composition determination. The proposed method is based in the analysis ofatomic spectra by Laser Induced Breakdown Spectroscopy (LIBS) and Principal Component Analysis (PCA). For steels from different classes it is possible to discriminate them due to their chemical composition. For steels from the same class but different grade, the information on the spectra is not sufficient for a satisfactory discrimination because of the relatively low difference in composition (&lt; 0.5 %); however, discrimination ofall analyzed samples is possible using PCA.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords: </b>Laser induced breakdown spectroscopy; LIBS; PCA; Steels; multivariate analysis.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">PACS: 93.30+w; 40.62.Fi; 52.38.Mf; 02.50.Sk</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/rmf/v58n2/v58n2a11.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Referencias</b></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2">1. R.E. Hummel, <i>Understanding materials Science </i>(Springer, 2nd Edition, 2004)</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8376801&pid=S0035-001X201200020001100001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2">2. J.E. Bringas, <i>Handbook of comparative world steel standards 3<sup>rd</sup> </i>ed. (ASTM International. West Conshohocken, PA. 2004).    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8376802&pid=S0035-001X201200020001100002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2">3. <i>Atlas Steels Australia. Stainless Steel &#150; Sorting and Identification Tests. </i>Available via <a href="http://www.azom.com/article.aspx?ArticleID=1234" target="_blank">http://www.azom.com/article.aspx?ArticleID=1234</a> Accessed Sept 20 2011.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8376804&pid=S0035-001X201200020001100003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>     ]]></body>
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