<?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>0120-6230</journal-id>
<journal-title><![CDATA[Revista Facultad de Ingeniería Universidad de Antioquia]]></journal-title>
<abbrev-journal-title><![CDATA[Rev.fac.ing.univ. Antioquia]]></abbrev-journal-title>
<issn>0120-6230</issn>
<publisher>
<publisher-name><![CDATA[Facultad de Ingeniería, Universidad de Antioquia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0120-62302015000200019</article-id>
<article-id pub-id-type="doi">10.17533/udea.redin.n75a19</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Error analysis in obtaining scale factors with operational modal analysis and mass change]]></article-title>
<article-title xml:lang="es"><![CDATA[Análisis del error en la obtención de factores de escala con análisis modal operacional y cambio de masa]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Villa-García]]></surname>
<given-names><![CDATA[Luis Manuel]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Escuela Politécnica de Ingeniería de Gijón Departamento de Construcción e Ingeniería de Fabricación ]]></institution>
<addr-line><![CDATA[Gijón ]]></addr-line>
<country>España</country>
</aff>
<aff id="A02">
<institution><![CDATA[,Escuela Politécnica de Ingeniería de Gijón Departamento de Construcción e Ingeniería de Fabricación ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2015</year>
</pub-date>
<numero>75</numero>
<fpage>202</fpage>
<lpage>210</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0120-62302015000200019&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0120-62302015000200019&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0120-62302015000200019&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In operational modal analysis, the accuracy obtained in the identification of modal parameters, on the one hand, and the expertise in the modification of mass used to alter the dynamic behavior of the structure, on the other, decisively affect the accuracy achieved in the estimation of the scaling factors. Through experimental tests and numerical calculations, both the experimental validation of the estimate of the error in the scaling factor due to errors in the mode of vibration and the analysis of the influence of the modal mass in the variation of the scale factor, have been carried out. From all the above, it is concluded that it is necessary to pay special attention to how to make and modify inertial increments, i.e. changes in mass.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[En el análisis modal operacional, por una parte, la exactitud obtenida en la identificación de los parámetros modales y, por otra, la pericia en la modificación de masa utilizada para alterar el comportamiento dinámico de la estructura, afectan de forma decisiva la exactitud alcanzada en la estimación de los factores de escala. Mediante ensayos experimentales y cálculo numérico, se ha realizado la validación experimental de la estimación del error en el factor de escala debido a errores en el modo de vibración, así como el análisis de la influencia de la masa modal en la variación del factor de escala. De todo ello se concluye que es necesario prestar especial atención a la forma de realizar y modificar los incrementos inerciales, es decir, la modificación de masa.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[operational modal analysis]]></kwd>
<kwd lng="en"><![CDATA[scaling factors]]></kwd>
<kwd lng="en"><![CDATA[sensitivity]]></kwd>
<kwd lng="en"><![CDATA[mass-change method]]></kwd>
<kwd lng="en"><![CDATA[análisis modal operacional]]></kwd>
<kwd lng="en"><![CDATA[factores de escala]]></kwd>
<kwd lng="en"><![CDATA[sensibilidad]]></kwd>
<kwd lng="en"><![CDATA[método del cambio de masa]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  <font face="Verdana" size="2">     <p align="right"><b>ART&Iacute;CULO ORIGINAL</b></p>     <p align="right">&nbsp;</p>     <p align="right">DOI: <a href="http://dx.doi.org/10.17533/udea.redin.n75a19" target="_blank">10.17533/udea.redin.n75a19</a></p>     <p align="right">&nbsp;</p>     <p align="center"><font size="4"><b>Error analysis   in obtaining scale factors with operational modal analysis and mass change</b></font></p>     <p align="center">&nbsp;</p>     <p align="center"><font size="3"><b>An&aacute;lisis del error en la obtenci&oacute;n de factores de   escala con an&aacute;lisis modal operacional y cambio de masa</b></font></p>     <p align="center">&nbsp;</p>     <p align="center">&nbsp;</p>     ]]></body>
<body><![CDATA[<p><b><i>Luis Manuel Villa-Garc&iacute;a*</i></b><i></i></p>     <p>Departamento   de Construcci&oacute;n e Ingenier&iacute;a de Fabricaci&oacute;n, Escuela Polit&eacute;cnica de Ingenier&iacute;a   de Gij&oacute;n. Campus de Gij&oacute;n, s/n, 33203. Gij&oacute;n, Espa&ntilde;a.</p>     <p>* Corresponding author: Luis Manuel Villa Garc&iacute;a,   e-mail: <a href="mailto:: villa@uniovi.es">villa@uniovi.es</a></p>     <p>DOI: 10.17533/udea.redin.n75a19</p>     <p>&nbsp;</p>     <p align="center">(Received   May 08, 2014; accepted March 25, 2015)</p>     <p align="center">&nbsp;</p>     <p align="center">&nbsp;</p> <hr noshade size="1">     <p><font size="3"><b>Abstract</b></font></p>     <p>In   operational modal analysis, the accuracy obtained in the identification of   modal parameters, on the one hand, and the expertise in the modification of   mass used to alter the dynamic behavior of the structure, on the other,   decisively affect the accuracy achieved in the estimation of the scaling   factors. Through experimental tests and numerical calculations, both the   experimental validation of the estimate of the error in the scaling factor due   to errors in the mode of vibration and the analysis of the influence of the   modal mass in the variation of the scale factor, have been carried out. From   all the above, it is concluded that it is necessary to pay special attention to   how to make and modify inertial increments, i.e. changes in mass.</p>     ]]></body>
<body><![CDATA[<p><i>Keywords:</i> operational modal analysis, scaling   factors, sensitivity, mass-change method</p> <hr noshade size="1">     <p><font size="3"><b>Resumen</b></font></p>     <p>En el an&aacute;lisis modal operacional, por   una parte, la exactitud obtenida en la identificaci&oacute;n de los par&aacute;metros modales y, por otra, la pericia en la modificaci&oacute;n de   masa utilizada para alterar el comportamiento din&aacute;mico de la estructura, afectan de forma decisiva la exactitud   alcanzada en la estimaci&oacute;n de los factores de escala. Mediante ensayos   experimentales y c&aacute;lculo num&eacute;rico, se ha realizado la validaci&oacute;n experimental   de la estimaci&oacute;n del error en el factor de escala debido a errores en el modo   de vibraci&oacute;n, as&iacute; como el an&aacute;lisis de la influencia de la masa modal en la   variaci&oacute;n del factor de escala. De todo ello se concluye que es necesario   prestar especial atenci&oacute;n a la forma de realizar y modificar los incrementos   inerciales, es decir, la modificaci&oacute;n de masa.</p>     <p><i>Palabras clave:</i> an&aacute;lisis modal operacional, factores de escala,   sensibilidad, m&eacute;todo del cambio de masa</p> <hr noshade size="1">     <p><font size="3"><b>Introduction</b></font></p>     <p>The accuracy   achieved in the estimation of the scaling factors is dependent on the   identification of modal parameters &#91;1-3&#93; and the mass modification strategy   used to alter the dynamic behavior of the structure &#91;4-6&#93;. The methodology for   mass modification is based on the size, location and number of masses added to   the structure.</p>     <p>It can   be shown that to reduce the   uncertainty in the estimation of the   scaling factors, errors in the   estimation of modal parameters &#91;7,   8&#93; must be minimized for the pilot phase of the modal analysis,   as well as the difference between the modified and   unmodified modes of vibration &#91;9-11&#93;.</p>     <p>The   difference between the original and the modified modes of vibration is   minimized when:</p>     <p>&shy;&nbsp;&nbsp;&nbsp; A large number of masses is added to   the structure. </p>     <p>&shy;&nbsp;&nbsp;&nbsp; The masses are adequately   distributed. </p>     ]]></body>
<body><![CDATA[<p>&shy;&nbsp;&nbsp;&nbsp; The masses are located at optimum   positions (peaks and valleys of the modes of vibration). </p>     <p>&shy;&nbsp;&nbsp;&nbsp; The magnitude of the change in mass   is small.</p>     <p>Nevertheless,   a minimal change is required in the magnitude of the mass &#91;10, 11&#93; in order to   ensure minimum frequency deviation and avoid uncertainties in the   identification of modal analysis &#91;12, 13&#93;. Moreover, the change of mass should   not be too high in order to minimize the difference between the modified and   unmodified modes of vibration.</p>     <p>In &#91;9&#93; showed that the presence of a relative   error &epsilon; in the   measured frequency deviation, induces a relative error of magnitude &epsilon;/2 in the   normalization results obtained.</p>     <p>In   &#91;14&#93;, there is a first expression for the sensitivity of the scaling factors   for errors produced during the evaluation of the magnitude of the frequency   deviation in experimental tests. This is obtained (1) by differentiating the   equation</p>     <p><img src="img/revistas/rfiua/n75/n75a19e01.gif"></p>     <p>with   respect to the frequency ratio &eta;<sub>&omega;</sub>=&omega;<sub>0</sub>/&omega;<sub>1</sub>, (2) resulting in</p>     <p><img src="img/revistas/rfiua/n75/n75a19e02.gif"></p>     <p>Also,   in &#91;14&#93; demonstrated that a relative error &epsilon;<sub>&eta;&omega;</sub> in the   frequency ratio of a given mode of vibration, induces a relative error given by   the expression (2) in the scale factor &epsilon;<sub>&alpha;</sub>. However, it should be noted that this   relationship between relative errors is applicable to the variation of   frequency ratio with respect to itself <img src="img/revistas/rfiua/n75/n75a19ea01.gif">, and not to the difference between the relative   errors (3) that correspond to the frequency before (&omega;<sub>0</sub>) and after (&omega;<sub>1</sub>) the change   in mass (which is as shown in &#91;14&#93;), i.e.</p>     <p><img src="img/revistas/rfiua/n75/n75a19e03.gif"></p>     ]]></body>
<body><![CDATA[<p>On   the other hand, it can be easily seen that for low frequencies, the effect   produced by the same absolute error becomes greater. A plot of equation (2) is   represented &#91;14&#93; in <a href="#Figura1">Figure 1</a>, where the significance, already known, of using   an additional mass sufficient to achieve a reasonable frequency deviation &#91;15&#93;,   can be seen.</p>     <p align="center"><a name="Figura1"></a>   <img src="img/revistas/rfiua/n75/n75a19i01.gif"></p>     <p>The   sensitivity of the results of normalization (&alpha; scaling factors) produced by the error (4) on the operational mode of vibration {&Psi;<sub>0</sub>} in the degree of freedom k (location of the mass &Delta;m<sub>k</sub>), is given by &#91;9&#93;.</p>     <p><img src="img/revistas/rfiua/n75/n75a19e04.gif"></p>     <p>The   recognition of the above equation indicates that if several degrees of freedom   belonging to an estimated mode of vibration, scaling considered, exhibit a   similar relative error e,   the resulting error in the normalization will be approximately equal to e.</p>     <p>In   this paper, the theoretically deduced term above has been validated through   experimental tests and numerical calculation in order to check whether the   estimate of the error in the scaling factor due to errors in the vibration mode   is acceptable. Moreover, the influence of the modal mass in the variation of   the scale factor is studied.</p>     <p><font size="3"><b>Testing and operational modal   analysis</b></font></p>     <p>The   experiments were performed on a cantilevered bar, consisting of a 4 mm thick   steel tube of 100 by 40 mm constant rectangular section, vertically arranged (<a href="#Figura2">Figure   2</a>), with a height of 1875 mm, fixed in its base to a test frame using a four   screw rectangular support plate.</p>     <p align="center"><b><a name="Figura2"></a></b><img src="img/revistas/rfiua/n75/n75a19i02.gif"></p>     <p>To   define the dynamic behavior of the structure, 8 degrees of freedom were established   by obtaining measures through other many accelerometers, located and oriented   as shown in <a href="#Figura2">Figure 2</a>. The distance between degrees of freedom is 250 mm, except   between points 7 and 8, where it is reduced to 125 mm. The point masses needed   to modify the dynamic behavior of the structure were linked to the degrees of   freedom 1 to 7.</p>     ]]></body>
<body><![CDATA[<p>Initially,   some preliminary tests were performed in order to deduce the modal parameters   of the structure, and later, in a second step, the mass-change method was   applied, placing point masses at different degrees of freedom.</p>     <p>As   a naturally random excitation source, contact with a file was used by applying   light pressure, together with a longitudinal displacement on the outer surface   of the tube so that the excitation was stationary in bandwidth. Responses were   measured with 8 4508B Br&uuml;el &amp; Kj&aelig;r accelerometers, positioned as shown in   <a href="#Figura2">Figure 2</a>, and recorded with a data acquisition board (National Instruments   PCI4472) controlled by Labview.</p>     <p>Throughout   the investigation, only the first seven modes were recorded. The analysis of   data extracted from the experimental tests was performed with the <b><i>Artemis     Extractor</i></b> software, using the methods: Enhanced FREQUENCY DOMAIN   DESCOMPOSITION Peak Picking and STOCHASTIC SUBSPACE IDENTIFICATION CVA   Estimation.</p>     <p><b><i>Experimental   validation of the estimate of the error in the scaling factor due to errors in   the mode of vibration</i></b></p>     <p>Assuming   that the main error in the modes of vibration occurs with the change of its   components following the linking of masses to the degrees of freedom selected,   then the actual error in the scale factors depending on whether the modes of   vibration used are modified or unmodified, is calculated first, and then, the   estimated error as a result of the use of the expression (4) given by &#91;9&#93;.</p>     <p>From   the multitude of tests conducted, the two shown below were selected (<a href="#Figura3">Figures 3</a>  and <a href="#Figura4">4</a>, <a href="#Tabla1">Tables 1</a> and <a href="#Tabla2">2</a>), corresponding to those which, from this point on, will   be referred to as tests a and b.</p>     <p align="center"><b><a name="Figura3"></a></b><img src="img/revistas/rfiua/n75/n75a19i03.gif"></p>     <p align="center"><a name="Tabla1"></a><img src="img/revistas/rfiua/n75/n75a19t01.gif"></p>     <p align="center"><a name="Figura4"></a><img src="img/revistas/rfiua/n75/n75a19i04.gif"></p>     <p align="center"><a name="Tabla2"></a><img src="img/revistas/rfiua/n75/n75a19t02.gif"></p>     ]]></body>
<body><![CDATA[<p>Then,   the mass-change method was applied in order to calculate the scaling factors   and modified modal parameters of the structure. The results obtained are shown   in the tables cited above, where, for the first seven modes, the original   frequencies and those obtained after the change in mass, as well as the   percentage variance of the frequency, the MAC between the modified and   unmodified modes, and the resulting scale factor (5) calculated using the   following expression &#91;11, 16&#93;, in which modified and unmodified modes of vibration are used, are all indicated.</p>     <p><img src="img/revistas/rfiua/n75/n75a19e05.gif"></p>     <p>In   the first of these (test a), the weighted mass of the structure is around 7% of   its value, and masses are added at all the degrees of freedom considered in the   analysis. In the second one (test b), meanwhile, the linked mass is limited to   approximately 4% and only two-point masses are added. In both tests, it is a   question of optimizing the position of the linked masses for as many modes as   degrees of freedom to which additional masses (7 d.o.f.) are fixed.</p>     <p>In   the first case, with a uniform mass distribution along the structure, the   errors are very small (always less than 1%), as shown in the graph, and there   is a complete agreement between the actual and estimated errors, both for the   real and imaginary parts, while in the second, because the results used in the   expression (4) given by Parloo are not the most favorable, the magnitude of the   errors is higher because an insufficient number of masses (only 2) is used   simultaneously to optimize their position for a high number of modes.</p>     <p>In   the second one (test b), as can be seen in the graph, it is not possible to   give a reasonable estimate of the error for mode 2. For the remaining modes,   the predicted error is satisfactory, which was intented to be verified to be   verified. However, only acceptable errors for modes 1 and 4 are obtained, while   errors for mode 3 oscillate in the range between 11 and 13%.</p>     <p><font size="3"><b>Influence of the modal mass in the   variation of the scaling factor</b></font></p>     <p>The   expression for determining the scale factor (6) can be written as</p>     <p><img src="img/revistas/rfiua/n75/n75a19e06.gif"></p>     <p>being &eta;<sub>&omega;</sub>=&omega;<sub>0</sub>/&omega;<sub>1</sub> the ratio   of frequencies, and &Delta;M={&Psi;<sub>0</sub>}<sup>T</sup>&#91;&Delta;m&#93;{&Psi;<sub>0</sub>} the modal   mass of the mass modification matrix &#91;&Delta;m&#93;. In this case (7), the partial derivative of the   scale factor a indicated in Eq. (6) with respect to &Delta;M  is</p>     <p><img src="img/revistas/rfiua/n75/n75a19e07.gif"></p>     ]]></body>
<body><![CDATA[<p>A   graphical representation of the above expression is shown in Figure 5, where it   can be seen that, as the modal mass and the frequency deviation increase, their   influence on the scaling factor decreases, until the moment where it is no   longer effective to add more mass to the structure, since the increase does not   affect the scaling factor.</p>     <p align="center"><a name="Figura5"></a><img src="img/revistas/rfiua/n75/n75a19i05.gif"></p>     <p>A   change in mass of around 5% of the total mass (see &#91;9, 11&#93;) is generally a   reasonable change in its magnitude.</p>     <p>Furthermore,   in &#91;17&#93; suggest, based on their own experimental results, particularly as   applied to bridges, that by just selecting changes in mass that reach frequency   deviations of around 1% or 2%, good results are obtained.</p>     <p>Nevertheless when   interpreting the chart above, the additional disadvantage is that the   magnitudes involved are not dimensionless arises. Thus, in the case of the   modal mass &Delta;M={&Psi;<sub>0</sub>}<sup>T</sup>&#91;&Delta;m&#93;{&Psi;<sub>0</sub>} (corresponding to the mass modification matrix (&#91;&Delta;m&#93;), the range of values which contain the real   cases must be known in order to limit our search area in the graph.</p>     <p>For   example, for the structure tested in the laboratory (<a href="#Figura2">Figure 2</a>), the values of &Delta;M={&Psi;<sub>0</sub>}<sup>T</sup>&#91;&Delta;m&#93;{&Psi;<sub>0</sub>} &#8203;&#8203;obtained for the first five   modes are shown in <a href="#Tabla3">Table 3</a>, while in the case of a real structure, consisting   of a section of a pre-stressed concrete bridge with a span of 25.5 m, the   values &#8203;&#8203;obtained for the first two modes are reflected in <a href="#Tabla4">Table 4</a>.</p>     <p align="center"><a name="Tabla3"></a><img src="img/revistas/rfiua/n75/n75a19t03.gif"></p>     <p align="center"><a name="Tabla4"></a><img src="img/revistas/rfiua/n75/n75a19t04.gif"></p>     <p>In   addition, again using expressions (6) and (7), the following (8) and (9), is   easily reached:</p>     <p><img src="img/revistas/rfiua/n75/n75a19e08.gif"></p>     ]]></body>
<body><![CDATA[<p>i.e.</p>     <p><img src="img/revistas/rfiua/n75/n75a19e09.gif"></p>     <p>From   this, it follows that a relative error in the modal mass induces in the scaling   factor a relative error of double magnitude and opposite direction.</p>     <p><font size="3"><b>Conclusions</b></font></p>     <p>With   respect to the experimental validation of the error estimation in the scaling   factor due to errors in the mode of vibration, it is concluded that it is only   possible to carry out error estimates valid in determining the scale factor if   special attention is given to how to make and modify the inertial increments,   specifically as regards:</p>     <p>&shy;&nbsp;&nbsp;&nbsp; The proportion of the total mass and   its distribution upon the structure.</p>     <p>&shy;&nbsp;&nbsp;&nbsp; The use of a number of masses (at   their corresponding degrees of freedom) sufficient to fit the number of modes   of interest.</p>     <p>With   respect to the variation of the scaling factor with regard to the modal mass of   the mass change, it follows:</p>     <p>&shy;&nbsp;&nbsp; From the graphical representation of   the expression (7), shown in Figure 5, that as the modal mass and frequency   deviation increase, their influence in the scaling factor is reduced, until a   time comes when it is no longer effective to add more mass to the structure,   since the increase does not affect the scaling factor.</p>     <p>&shy;&nbsp;&nbsp; From expression (9), that a relative   error in the modal mass induces in the scaling factor a relative error of   double magnitude and opposite direction.</p>     ]]></body>
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