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<article article-type="research-article" dtd-version="3.0" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">MC</journal-id>
<journal-title-group>
<journal-title>Materiales de Construcci&#x00F3;n</journal-title>
</journal-title-group>
<issn pub-type="epub">0465-2746</issn>
<publisher>
<publisher-name>Consejo Superior de Investigaciones Cientificas</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">MC201929_e202</article-id>
<article-id pub-id-type="doi">10.3989/mc.2019.03619</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Articles</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Acoustic behavior of porous concrete. Characterization by experimental and inversion methods</article-title>
<trans-title-group xml:lang="es">
<trans-title>Comportamiento ac&#x00FA;stico del hormig&#x00F3;n poroso. Caracterizaci&#x00F3;n mediante m&#x00E9;todos experimentales e inversos</trans-title>
</trans-title-group>
<alt-title alt-title-type="running-head">Acoustic behavior of porous concrete. Characterization by experimental and inversion methods</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Pereira</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff0001">a</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Carbajo</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff0002">b</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Godinho</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff0001">a</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Amado-Mendes</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff0001">a</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mateus</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff0001">a</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ramis</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff0002">b</xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref>
</contrib>
</contrib-group>
<aff id="aff0001"><label>a</label>ISISE, Department of Civil Engineering, University of Coimbra (Portugal)</aff>
<aff id="aff0002"><label>b</label>Department of Physics, Systems Engineering and Signal Theory, University of Alicante, San Vicente del Raspeig (Spain)</aff>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label><email xlink:href="jramis@ua.es">jramis@ua.es</email></corresp>
<p><bold>ORCID ID:</bold> M. Pereira (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0003-2229-1825">https://orcid.org/0000-0003-2229-1825</ext-link>); J. Carbajo (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0001-6377-5709">https://orcid.org/0000-0001-6377-5709</ext-link>); L. Godinho (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0002-2989-375X">https://orcid.org/0000-0002-2989-375X</ext-link>); P. Amado-Mendes (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0003-2233-2383">https://orcid.org/0000-0003-2233-2383</ext-link>); D. Mateus (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0002-4130-4786">https://orcid.org/0000-0002-4130-4786</ext-link>); J. Ramis (<ext-link ext-link-type="uri" xlink:href="https://orcid.org/0000-0003-3105-2770">https://orcid.org/0000-0003-3105-2770</ext-link>)</p>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>12</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="collection">
<year>2019</year>
</pub-date>
<volume>69</volume>
<issue>336</issue>
<elocation-id content-type="doi">10.3989/mc.2019.03619</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>03</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>06</month>
<year>2019</year>
</date>
<date date-type="Available on line">
<day>07</day>
<month>10</month>
<year>2019</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2019 CSIC</copyright-statement>
<copyright-year>2019</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) License.</license-p>
</license>
</permissions>
<abstract>
<title>ABSTRACT</title>
<p>The use of porous concrete solutions with lightweight aggregates has become increasingly common in noise control due to their versatility in exterior and interior applications. In this work, samples of porous consolidated concrete with aggregates of expanded clay were produced, in order to study the influence of the grain size, thickness and water/aggregate/cement ratio on the sound absorption. Experimental techniques were used to obtain the surface impedance and sound absorption coefficient. In addition to experimental characterizations, an inverse method was used (based on a genetic algorithm) to obtain the macroscopic parameters capable of representing the materials studied through the theoretical model of Horoshenkov-Swift. Using the theoretical Horoshenkhov-Swift model it becomes possible to represent these materials in numerical models as equivalent fluids.</p>
</abstract>
<trans-abstract xml:lang="es">
<title>RESUMEN</title>
<p><italic>Comportamiento ac&#x00FA;stico del hormig&#x00F3;n poroso. Caracterizaci&#x00F3;n mediante m&#x00E9;todos experimentales e inversos</italic>. El uso de soluciones basadas en hormig&#x00F3;n poroso con agregados ligeros se ha vuelto cada vez m&#x00E1;s com&#x00FA;n en el &#x00E1;mbito del control de ruido debido a su versatilidad en aplicaciones exteriores e interiores. En este trabajo, se han preparado muestras de hormig&#x00F3;n poroso con agregados de arcilla expandida, para estudiar la influencia del tama&#x00F1;o de grano, el espesor y la relaci&#x00F3;n agua / agregado / cemento en la absorci&#x00F3;n de sonido. Se han utilizado t&#x00E9;cnicas experimentales para obtener la impedancia superficial y el coeficiente de absorci&#x00F3;n de sonido. Adem&#x00E1;s de las caracterizaciones experimentales, se ha aplicado un m&#x00E9;todo inverso (basado en un algoritmo gen&#x00E9;tico) para obtener los par&#x00E1;metros macrosc&#x00F3;picos capaces de representar los materiales estudiados a trav&#x00E9;s del modelo te&#x00F3;rico de Horoshenkov-Swift. Mediante el modelo te&#x00F3;rico de Horoshenkhov-Swift, es posible representar estos materiales en modelos num&#x00E9;ricos como fluidos equivalentes.</p></trans-abstract>
<kwd-group xml:lang="en">
<title>KEYWORDS</title>
<kwd>Concrete</kwd>
<kwd>Aggregate</kwd>
<kwd>Mixture proportion</kwd>
<kwd>Characterization</kwd>
<kwd>Modelization</kwd>
</kwd-group>
<kwd-group xml:lang="es">
<title>PALABRAS CLAVE</title>
<kwd>Hormig&#x00F3;n</kwd>
<kwd>Agregado</kwd>
<kwd>Proporci&#x00F3;n de Mezcla</kwd>
<kwd>Caracterizaci&#x00F3;n Ac&#x00FA;stica</kwd>
<kwd>Modelizaci&#x00F3;n Ac&#x00FA;stica</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>1. INTRODUCTION</title>
<p>Porous absorbent materials have been widely used in passive noise control and indoor acoustic treatment. These materials are composed of two phases, one solid and the other fluid (interstitial to the pores), with the dissipation of the sound energy occurring due to the interaction between these two phases (<xref ref-type="bibr" rid="cit0001">1</xref>).</p>
<p>Currently, porous materials, such as fibers and foams, are commonly used in commercial solutions because of their excellent sound absorption at high frequencies. However, for exterior applications, these materials require protection against environmental agents, and structural reinforcement (<xref ref-type="bibr" rid="cit0002">2</xref>). Because of these requirements, the interest for materials with adequate constructive characteristics for direct external application (e. g. in acoustic barriers for traffic noise mitigation) has increased over the last decades. An example of a porous absorbent material with appropriate structural characteristics is the porous concrete. In 2000, Magrini and Ricciardi (<xref ref-type="bibr" rid="cit0003">3</xref>) proposed the use of expanded clay in the production of porous concrete, and since then several studies with different applications have been performed. Actually, several studies have been carried out on the application of granular materials for sound absorption purposes (not only concrete-based ones), whether these materials are consolidated or not (<xref ref-type="bibr" rid="cit0004">4</xref>&#x2013;<xref ref-type="bibr" rid="cit0019">19</xref>). The works by Va&#x0161;ina et al. (<xref ref-type="bibr" rid="cit0002">2</xref>), Asdrubali and Horoshenkov (<xref ref-type="bibr" rid="cit0004">4</xref>) and Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>) are of particular relevance, revealing some expected values of the macroscopic parameters for materials based in expanded clay. Nevertheless, significant discrepancies are seen between the results shown in those works, and it becomes clear that no single value can be defined for the common macroscopic parameters of such materials. They also indicate the need for further research in this important field.</p>
<p>The prediction of the acoustic behavior of granular materials is possible due to a number of works carried out for derivation and formulation of the acoustic impedance of porous materials (<xref ref-type="bibr" rid="cit0019">19</xref>&#x2013;<xref ref-type="bibr" rid="cit0022">22</xref>). These models are particularly useful since they allow the representation of these materials as equivalent fluids in numerical models (<xref ref-type="bibr" rid="cit0023">23</xref>&#x2013;<xref ref-type="bibr" rid="cit0030">30</xref>), which is very convenient and generic since it facilitates its use in practical application simulations.</p>
<p>This work aims to contribute to the knowledge of the acoustical parameters and study the sound absorption behavior of consolidated cementitious granular materials made of expanded clay. For this purpose, a total of 18 samples (with 2 specimens per sample) with different grain size, thickness, and water/cement ratio were prepared out from three different mixtures.</p>
<p>The sound absorption coefficient was measured for all the samples using a normalized impedance tube method with the objective of identifying the influence of the grain size, of thickness and the water/cement ratio on their absorption performance.</p>
<p>The theoretical model of Horoshenkov and Swift (<xref ref-type="bibr" rid="cit0031">31</xref>) has been used here to represent the behavior of the tested porous materials, based on four parameters: air-flow resistivity, open porosity, tortuosity and the standard deviation of the pore size. These parameters are determined through two techniques: the first one is experimental and it is used to determine the open porosity; the second is based on the use of an inverse method, which, using the experimental data of the impedance tube characterization (surface impedance and absorption coefficient), allows obtaining the other three macroscopic parameters required.</p>
<p>The structure of the paper is as follows: Section 2 introduces the sample preparation process and their physical characteristics (e. g. grain size, dry density&#x2026;); in Section 3, the methodology is presented, and the experimental methods and the theoretical model of Horoshenkov and Swift are described, along with a brief explanation of the inversion algorithm used to estimate the macroscopic parameters of the materials; in Section 4, results concerning the sound absorption coefficient and the inversely determined acoustical parameters of the samples under study are presented; finally, Section 5 describes the main conclusion of this work.</p>
</sec>
<sec id="sec2" sec-type="material">
<title>2. MATERIAL</title>
<p>Three different grain sizes of expanded clay were first selected and analyzed using a sieving procedure, where the granular material passes through a series of sieves of progressively smaller mesh size and the amount of material stopped by each sieve as the fraction of the whole mass is registered; this experimental characterization procedure is described in the standard NP EN 993-1:2000 (<xref ref-type="bibr" rid="cit0032">32</xref>). The used expanded clay granulates are presented in <xref ref-type="fig" rid="f0001">Figure 1</xref>, classified through the commercial names: &#x2018;0&#x2013;2 mm&#x2019; (a), &#x2018;2&#x2013;4 mm&#x2019; (b), and &#x2018;3&#x2013;8 mm&#x2019; (c).</p>
<fig id="f0001">
<label>Figure 1</label>
<caption>
<p>Morphology of the three grain sizes of expanded clay studied: (a) 0&#x2013;2 mm, (b) 2&#x2013;4 mm and (c) 3&#x2013;8 mm.</p>
</caption>
<graphic xlink:href="MC201929_e202-g001.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p><xref ref-type="fig" rid="f0002">Figure 2</xref> shows the experimental curves of grain size distribution, where the aggregate denominated 3&#x2013;8 mm has the largest grains and the one named 0&#x2013;2 mm the smallest. As can be observed, the grain size distribution is relatively compact for the three cases; although there is no direct correspondence between the sieving analysis results and the commercial designation, the latter (&#x2018;0&#x2013;2 mm&#x2019;, &#x2018;2&#x2013;4 mm&#x2019; and &#x2018;3&#x2013;8 mm&#x2019;) will be adopted for simplicity.</p>
<fig id="f0002">
<label>Figure 2</label>
<caption>
<p>Grain size distribution obtained using the procedure described in NP EN 993-1:2000 (<xref ref-type="bibr" rid="cit0032">32</xref>).</p>
</caption>
<graphic xlink:href="MC201929_e202-g002.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>Two different mixtures were prepared using cement, water, and these aggregates following the proportions summarized in <xref ref-type="table" rid="t0001">Table 1</xref>. The first mixture has the smallest cement content (34.32%); the second mixture was prepared with a larger cement content (37.36%). Initially, the mixtures were prepared for all aggregates, and samples were then produced. However, for the smaller (0&#x2013;2 mm) aggregate, the samples prepared with the first mixture were not sufficiently consolidated and desegregated easily. A third mixture was thus defined with 38.89% of cement, prepared only for the 0&#x2011;2 mm aggregate.</p>
<table-wrap id="t0001">
<label>Table 1</label>
<caption>
<p>Produced mixtures and samples (average of 2 specimens per sample)</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left">Granular mixture</th>
<th align="center">A/C/W<xref ref-type="table-fn" rid="tf1-1">&#x002A;</xref>(%)</th>
<th align="center">Commercial designation</th>
<th align="center">Thickness (cm)</th>
<th align="center">Average of volumetric mass density <italic>&#x03C1;</italic> (kg/m<sup>3</sup>)</th>
</tr>
</thead>
<tbody>
<tr>
<td rowspan="6" align="left">Mixture 1</td>
<td align="center" rowspan="6">48.48/34.32/17.20</td>
<td align="center" rowspan="3">2&#x2013;4</td>
<td align="center">4</td>
<td align="center">586.2</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">618.1</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">577.2</td>
</tr>
<tr>
<td align="center" rowspan="3">3&#x2013;8</td>
<td align="center">4</td>
<td align="center">587.8</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">515.3</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">496.0</td>
</tr>
<tr>
<td rowspan="9" align="left">Mixture 2</td>
<td align="center" rowspan="9">43.96/37.36/18.68</td>
<td align="center" rowspan="3">0&#x2013;2</td>
<td align="center">4</td>
<td align="center">656.0</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">656.0</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">670.6</td>
</tr>
<tr>
<td align="center" rowspan="3">2&#x2013;4</td>
<td align="center">4</td>
<td align="center">669.0</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">711.2</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">694.1</td>
</tr>
<tr>
<td align="center" rowspan="3">3&#x2013;8</td>
<td align="center">4</td>
<td align="center">643.0</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">670.1</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">604.0</td>
</tr>
<tr>
<td rowspan="3" align="left">Mixture 3</td>
<td align="center" rowspan="3">40.17/38.89/19.92</td>
<td align="center" rowspan="3">0&#x2013;2</td>
<td align="center">4</td>
<td align="center">816.8</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">823.8</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">697.4</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tf1-1"><label>&#x002A;</label><p>A/C/W indicates the Aggregate, Cement and Water proportions (in weight) of each mixture, respectively.</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="t0001">Table 1</xref> summarizes the mixtures preparation data and the thickness of the prepared samples. In this work, the samples were produced by mixing high strength Portland 42.5 cement, water and the necessary aggregates. The mixtures were poured into circular molds of different thickness (4, 6 and 8 cm) and with a cross section with diameter of 10.1 cm. Two specimens were produced for each thickness and for each tested combination of mixture and aggregate type, originating a total of 36 specimens (12 for Mixture 1, 18 for Mixture 2 and 6 for Mixture 3). After 48 h, the specimens are extracted from the molds to complete the cure over a period of 30 days. An image of some of the prepared specimens is depicted in <xref ref-type="fig" rid="f0003">Figure 3</xref>.</p>
<fig id="f0003">
<label>Figure 3</label>
<caption>
<p>Images of some of the produced samples, with aggregates 3&#x2013;8 mm (a), 2&#x2013;4 mm (b) and 0&#x2013;2 mm (c).</p>
</caption>
<graphic xlink:href="MC201929_e202-g003.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
</sec>
<sec id="sec3" sec-type="methods">
<title>3. METHODS</title>
<sec id="sec3.1">
<title>3.1. Experimental methods</title>
<p>Three experimental methods were used to characterize the normal incidence acoustic properties of the prepared samples. The first method is described in ISO10534-2:2001(<xref ref-type="bibr" rid="cit0033">33</xref>), and allows the evaluation of the sound absorption using an impedance tube, based on the transfer function between two microphones, as indicated in the schematic representation of <xref ref-type="fig" rid="f0004">Figure 4</xref>. The impedance tube used in the present work has a circular cross-section with diameter of 10.1 cm, the cut-off frequency being approximately 1800 Hz. A random excitation is provided to the speaker from the analyzer OR34 Compact Analyzer, the sound pressure measured using two microphones B&#x0026;K Type 4188 &#x00BD;, and the pressure data post-processed in Matlab to obtain both the surface impedance and the sound absorption coefficient.</p>
<fig id="f0004">
<label>Figure 4</label>
<caption>
<p>Experimental measurement apparatus used for the characterization of the prepared samples according to ISO 10534-2:2001 (<xref ref-type="bibr" rid="cit0033">33</xref>).</p>
</caption>
<graphic xlink:href="MC201929_e202-g004.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>The surface impedance, <italic>Z</italic><sub>s</sub> , is calculated as [<xref ref-type="disp-formula" rid="eq1">1</xref>]:</p>
<disp-formula id="eq1"><alternatives><mml:math id="M1"><mml:mrow><mml:msub><mml:mi>Z</mml:mi><mml:mi>s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mo>&#x03C1;</mml:mo><mml:mn>0</mml:mn></mml:msub><mml:msub><mml:mi>c</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mi>R</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>R</mml:mi></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac><mml:mo>,</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq1.tif"/></alternatives><label>[1]</label></disp-formula>
<p>where <italic>&#x03C1;</italic><sub>0</sub> is the air density, <italic>c</italic><sub>0</sub> is the sound propagation velocity in air, and <italic>R</italic> is the reflection coefficient, which is obtained from Equation [<xref ref-type="disp-formula" rid="eq2">2</xref>], where <italic>s</italic> is the distance between the two microphones, <italic>x</italic><sub>1</sub> is the distance between the sample and the microphone farther from the loudspeaker, <italic>k</italic><sub>0</sub>=<italic>&#x03C9;</italic>/<italic>c</italic><sub>0</sub> is the wave number in air, being <italic>&#x03C9;</italic> the angular frequency, and <italic>H&#x002A;</italic><sub>12</sub> is the transfer function between the two microphones incorporating the phase correction described in the standard,</p>
<disp-formula id="eq2"><alternatives><mml:math id="M2"><mml:mrow><mml:mi>R</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msubsup><mml:mi>H</mml:mi><mml:mrow><mml:mn>12</mml:mn></mml:mrow><mml:mo>&#x002A;</mml:mo></mml:msubsup><mml:mo>&#x2212;</mml:mo><mml:msup><mml:mtext>e</mml:mtext><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mtext>j</mml:mtext><mml:msub><mml:mi>k</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mi>s</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:msup><mml:mtext>e</mml:mtext><mml:mrow><mml:mtext>j</mml:mtext><mml:msub><mml:mi>k</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:mi>s</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:msubsup><mml:mi>H</mml:mi><mml:mrow><mml:mn>12</mml:mn></mml:mrow><mml:mo>&#x002A;</mml:mo></mml:msubsup></mml:mrow></mml:mfrac><mml:msup><mml:mtext>e</mml:mtext><mml:mrow><mml:mn>2</mml:mn><mml:mtext>j</mml:mtext><mml:msub><mml:mi>k</mml:mi><mml:mn>0</mml:mn></mml:msub><mml:msub><mml:mi>x</mml:mi><mml:mn>1</mml:mn></mml:msub></mml:mrow></mml:msup></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq2.tif"/></alternatives><label>[2]</label></disp-formula>
</sec>
<sec id="sec3.2">
<title>3.2. Theoretical Horoshenkov and Swift model</title>
<p>Several theoretical models can be used to predict the acoustic properties of porous materials. In this work, the model of Horoshenkov and Swift (<xref ref-type="bibr" rid="cit0031">31</xref>) for granular porous media was used, which is suitable for consolidated porous concrete samples, such as the ones under study, and allows estimating the acoustic behavior from their macroscopic properties.</p>
<p>The present model considers four macroscopic parameters to determine the acoustic behavior, to list: air-flow resistivity, <italic>&#x03C3;</italic>, open porosity, <italic>&#x03D5;</italic>, tortuosity, <italic>&#x03B1;<sub>&#x221E;</sub></italic> , and standard deviation of the pore size, <italic>&#x03C3;<sub>p</sub></italic>. With these four macroscopic parameters, it is also possible to obtain the characteristic impedance and the wave number of the material for its representation in equivalent fluid models. This model was derived assuming rigid frame granular media with a log-normal pore size distribution. The intrinsic properties of the material can be represented by its complex density, <italic>&#x03C1;</italic>, and compressibility,<italic>C</italic>, calculated using the following equations [<xref ref-type="disp-formula" rid="eq3">3</xref>] [<xref ref-type="disp-formula" rid="eq4">4</xref>]</p>
<disp-formula id="eq3"><alternatives><mml:math id="M3"><mml:mrow><mml:mo>&#x03C1;</mml:mo><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mo>&#x221E;</mml:mo></mml:msub></mml:mrow><mml:mo>&#x03D5;</mml:mo></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mo>&#x03C1;</mml:mo><mml:mn>0</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:mi>j</mml:mi><mml:mo>&#x03D5;</mml:mo><mml:mo>&#x03C3;</mml:mo></mml:mrow><mml:mrow><mml:mo>&#x03C9;</mml:mo><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mo>&#x221E;</mml:mo></mml:msub></mml:mrow></mml:mfrac><mml:mover accent='true'><mml:mi>F</mml:mi><mml:mo>&#x02DC;</mml:mo></mml:mover><mml:mrow><mml:mo>(</mml:mo><mml:mo>&#x03C9;</mml:mo><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq3.tif"/></alternatives><label>[3]</label></disp-formula>
<disp-formula id="eq4"><alternatives><mml:math id="M4"><mml:mrow><mml:mi>C</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mo>&#x03D5;</mml:mo><mml:mrow><mml:mo>&#x03B3;</mml:mo><mml:msub><mml:mi>P</mml:mi><mml:mn>0</mml:mn></mml:msub></mml:mrow></mml:mfrac><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>&#x03B3;</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mo>&#x03C1;</mml:mo><mml:mn>0</mml:mn></mml:msub><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>&#x03B3;</mml:mo><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:msub><mml:mo>&#x03C1;</mml:mo><mml:mn>0</mml:mn></mml:msub><mml:mo>&#x2212;</mml:mo><mml:mtext>j</mml:mtext><mml:mfrac><mml:mrow><mml:mo>&#x03C3;</mml:mo><mml:mo>&#x03D5;</mml:mo></mml:mrow><mml:mrow><mml:mo>&#x03C9;</mml:mo><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mo>&#x221E;</mml:mo></mml:msub><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mtext>pr</mml:mtext></mml:mrow></mml:msub></mml:mrow></mml:mfrac><mml:mover accent='true'><mml:mi>F</mml:mi><mml:mo>&#x02DC;</mml:mo></mml:mover><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mtext>pr</mml:mtext></mml:mrow></mml:msub><mml:mo>&#x03C9;</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mfrac></mml:mrow><mml:mo>)</mml:mo></mml:mrow><mml:mo>,</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq4.tif"/></alternatives><label>[4]</label></disp-formula>
<p>where <italic>&#x03B3;</italic> is the ratio of specific heats, <italic>P</italic><sub>0</sub> is the atmospheric pressure and <italic>N<sub>pr</sub></italic> is the Prandtl number, and <inline-formula id="ieq1"><alternatives><mml:math id="IM1"><mml:mrow> <mml:mover accent='true'><mml:mi>F</mml:mi><mml:mo stretchy='true'>&#x02DC;</mml:mo></mml:mover></mml:mrow></mml:math><inline-graphic xlink:href="MC201929_e202-ieq1.tif"/></alternatives></inline-formula> is the viscosity correction function, which can be presented in the form of a Pad&#x00E9; approximation as [<xref ref-type="disp-formula" rid="eq5">5</xref>]:</p>
<disp-formula id="eq5"><alternatives><mml:math id="M5"><mml:mrow><mml:mover accent='true'><mml:mi>F</mml:mi><mml:mo>&#x02DC;</mml:mo></mml:mover><mml:mrow><mml:mo>(</mml:mo><mml:mo>&#x03C9;</mml:mo><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x03F5;</mml:mo><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:msup><mml:mo>&#x03F5;</mml:mo><mml:mn>2</mml:mn></mml:msup></mml:mrow><mml:mrow><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>&#x03F5;</mml:mo></mml:mrow></mml:mfrac><mml:mo>,</mml:mo></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq5.tif"/></alternatives><label>[5]</label></disp-formula>
<p>where <italic>a</italic>1 = <italic>&#x03B8;</italic><sub>1</sub>/<italic>&#x03B8;</italic><sub>2</sub>, <italic>a</italic><sub>2</sub> = <italic>&#x03B8;</italic><sub>1</sub> and <italic>b</italic><sub>1</sub> = <italic>a</italic><sub>1</sub>. Considering a circular pore geometry assumption, <inline-formula id="ieq2"><alternatives><mml:math id="IM2"><mml:mrow><mml:mtable columnalign='left'><mml:mtr columnalign='left'><mml:mtd columnalign='left'><mml:mrow><mml:msub><mml:mi>&#x03B8;</mml:mi><mml:mn>1</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mn>4</mml:mn><mml:mn>3</mml:mn></mml:mfrac><mml:msup><mml:mi>e</mml:mi><mml:mrow><mml:mn>4</mml:mn><mml:mi>&#x03BE;</mml:mi></mml:mrow></mml:msup><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn><mml:mi>a</mml:mi><mml:mi>n</mml:mi><mml:mi>d</mml:mi><mml:mtext>&#x00A0;</mml:mtext><mml:msub><mml:mi>&#x03B8;</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msup><mml:mtext>e</mml:mtext><mml:mrow><mml:mn>3</mml:mn><mml:mi>&#x03BE;</mml:mi><mml:mo>/</mml:mo><mml:mn>2</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:msqrt><mml:mn>2</mml:mn></mml:msqrt></mml:mrow></mml:mfrac></mml:mrow></mml:mtd></mml:mtr><mml:mtr columnalign='left'><mml:mtd columnalign='left'><mml:mrow></mml:mrow></mml:mtd></mml:mtr></mml:mtable><mml:mo>,</mml:mo></mml:mrow></mml:math><inline-graphic xlink:href="MC201929_e202-ieq2.tif"/></alternatives></inline-formula> where <italic>&#x03BE;</italic> = (&#x03C3; <italic><sub>p</sub></italic>ln(2))<sup>2</sup> and <inline-formula id="ieq3"><alternatives><mml:math id="IM3"><mml:mrow><mml:mo>&#x03F5;</mml:mo><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mtext>j</mml:mtext><mml:mo>&#x03C9;</mml:mo><mml:msub><mml:mo>&#x03C1;</mml:mo><mml:mn>0</mml:mn></mml:msub><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mo>&#x221E;</mml:mo></mml:msub><mml:mo>/</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mrow><mml:mo>&#x03C3;</mml:mo><mml:mo>&#x03D5;</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:msqrt></mml:mrow></mml:math><inline-graphic xlink:href="MC201929_e202-ieq3.tif"/></alternatives></inline-formula> is a dimensionless parameter.</p>
<p>These parameters allow obtaining the characteristic impedance and complex wave number of the granular porous material by using the following expressions [<xref ref-type="disp-formula" rid="eq6">6</xref>] [<xref ref-type="disp-formula" rid="eq7">7</xref>]:</p>
<disp-formula id="eq6"><alternatives><mml:math id="M6"><mml:mrow><mml:msub><mml:mi>Z</mml:mi><mml:mi>c</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mrow><mml:mo>&#x03C1;</mml:mo><mml:mo>/</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:mrow></mml:msqrt></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq6.tif"/></alternatives><label>[6]</label></disp-formula>
<disp-formula id="eq7"><alternatives><mml:math id="M7"><mml:mrow><mml:mtext>k</mml:mtext><mml:mo>=</mml:mo><mml:mo>&#x03C9;</mml:mo><mml:msqrt><mml:mrow><mml:mo>&#x03C1;</mml:mo><mml:mi>C</mml:mi></mml:mrow></mml:msqrt></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq7.tif"/></alternatives><label>[7]</label></disp-formula>
</sec>
<sec id="sec3.3">
<title>3.3. Inverse characterization procedure</title>
<p>The macroscopic parameters required to represent the tested materials in the Horoshenkov and Swift model were obtained through an inversion method based on a genetic algorithm (<xref ref-type="bibr" rid="cit0034">34</xref>), where the objective function is obtained from the sum of quadratic error between the analytical and the experimental results, throughout the frequency domain. The only exception is the case of the open porosity, which was experimentally measured using the water saturation method. In this method, the open porosity is calculated from <italic>&#x03D5;</italic> = <italic>V<sub>f</sub></italic>/<italic>V<sub>t</sub></italic>, where <italic>V<sub>f</sub></italic> is the volume of fluid-space and <italic>V<sub>t</sub></italic> is the volume of the material sample. The volume of fluid-space is determined by <italic>V<sub>f</sub></italic> = (<italic>M<sub>sat</sub></italic> &#x2013; <italic>M<sub>dry</sub></italic>)/<italic>&#x03C1;<sub>water</sub></italic>, where <italic>M<sub>sat</sub></italic> is the mass of the sample saturated with water, <italic>M<sub>dry</sub></italic> is the mass of the dry sample, and <italic>&#x03C1;<sub>water</sub></italic> is the water density.</p>
<p>The air-flow resistivity, tortuosity and standard deviation of pore size were thus obtained using the referred inversion method. The inversion strategy used in this paper is based on the minimization of the difference between the experimental and the theoretical sound absorption coefficient, along a frequency range with <italic>nf</italic> discrete frequency values, and thus the objective function can be defined as [8]</p>
<disp-formula id="eq8"><alternatives><mml:math id="M8"><mml:mrow><mml:mi>O</mml:mi><mml:mi>F</mml:mi><mml:mrow><mml:mo>(</mml:mo><mml:mo>&#x03C9;</mml:mo><mml:mo>)</mml:mo></mml:mrow><mml:mo>=</mml:mo><mml:msup><mml:mrow><mml:mstyle displaystyle='true'><mml:munderover><mml:mo>&#x2211;</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn>1</mml:mn></mml:mrow><mml:mrow><mml:mi>n</mml:mi><mml:mi>f</mml:mi></mml:mrow></mml:munderover><mml:mrow><mml:mrow><mml:mo>|</mml:mo> <mml:mrow><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mrow><mml:msub><mml:mrow><mml:mtext>an</mml:mtext></mml:mrow><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:msub><mml:mo>&#x2212;</mml:mo><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mrow><mml:msub><mml:mrow><mml:mi>exp</mml:mi></mml:mrow><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:msub></mml:mrow> <mml:mo>|</mml:mo></mml:mrow></mml:mrow></mml:mstyle></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq8.tif"/></alternatives><label>[8]</label></disp-formula>
<p>where <italic>&#x03B1;</italic><sub>an</sub><italic><sub>i</sub></italic> is the absorption coefficient obtained from the Horoshenkov and Swift model and <italic>&#x03B1;</italic><sub>exp</sub><italic><sub>i</sub></italic> is the experimental absorption coefficient.</p>
<p><xref ref-type="fig" rid="f0005">Figure 5</xref> presents a schematic representation of the procedure described. In the implementation of the inversion algorithm, it is important to define bounding limits for the calculation of the macroscopic parameters by the genetic algorithm. Indeed, these limits should be imposed in order to limit the search space of the algorithm and to ensure that the obtained parameters lie within the acceptable physical range for the type of material under study. The following limits are here considered:</p>
<fig id="f0005">
<label>Figure 5</label>
<caption>
<p>Schematic representation of the inversion procedure used for determining the macroscopic parameters.</p>
</caption>
<graphic xlink:href="MC201929_e202-g005.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<list list-type="bullet">
<list-item><p><bold>Tortuosity</bold>: The analytical expression proposed by Umnova et al. (<xref ref-type="bibr" rid="cit0035">35</xref>) which relates the open porosity and density to the tortuosity is used as a base for estimating the tortuosity. The acceptable variation range is assumed to be &#x00B1;50% of the given value, which is defined as [<xref ref-type="disp-formula" rid="eq9">9</xref>]</p></list-item>
</list>
<disp-formula id="eq9"><alternatives><mml:math id="M9"><mml:mrow><mml:msub><mml:mo>&#x03B1;</mml:mo><mml:mo>&#x221E;</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mo>&#x03D5;</mml:mo></mml:mrow><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x03D5;</mml:mo></mml:mrow></mml:mfrac></mml:mrow></mml:math><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MC201929_e202-eq9.tif"/></alternatives><label>[9]</label></disp-formula>
<p>It should be noted that values between 1.70 and 2.62 are observed in the works of Va&#x0161;ina et al. (<xref ref-type="bibr" rid="cit0002">2</xref>) or by Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>).</p>
<list list-type="bullet">
<list-item><p><bold>Air-flow resistivity</bold>: The variation of the amount of cement between mixtures is expected to greatly influence the air-flow resistivity of consolidated samples. Since most of the existing works (such as Umnova et al. (<xref ref-type="bibr" rid="cit0035">35</xref>)) present expressions for loose non-consolidated samples, these seem not to be adequate estimates in the context of the present paper. Based on the works of Va&#x0161;ina et al. (<xref ref-type="bibr" rid="cit0002">2</xref>) or by Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>), it can also be seen that consolidated concrete samples can present a wide range of air-flow resistivity values, depending on the grain size and amount of cement, which greatly influence their acoustic behavior; Asdrubali and Horoshenkov (<xref ref-type="bibr" rid="cit0004">4</xref>) have even observed much larger values for this parameter (above 50000 <italic>Pa.s</italic>/<italic>m</italic><sup>2</sup>) in a specific case. Observing the values indicated in those works, a variation range from 1500 <italic>Pa.s</italic>/<italic>m</italic><sup>2</sup> to 10000 <italic>Pa.s</italic>/<italic>m</italic><sup>2</sup> was considered, to allow the algorithm to search in an extended space for optimal value.</p></list-item>
<list-item><p><bold>Standard deviation of pore size</bold>: For this parameter, the values indicated in Va&#x0161;ina et al. (<xref ref-type="bibr" rid="cit0002">2</xref>) and by Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>) are quite different, and can range between 0.72 and 0.83 for the former, and between 0.16 and 0.24 for the latter. Given this large variation, the authors considered the extreme values of 0.16 and 0.83 as the interval limits for the standard deviation of pore size.</p></list-item>
</list>
</sec>
</sec>
<sec id="sec4" sec-type="results|discussion">
<title>4. RESULTS AND DISCUSSION</title>
<p>In what follows, the results of the developed work are presented and analyzed. First, the results obtained by directly measuring the sound absorption coefficient in the impedance tube will be presented and discussed in order to understand the effect of the variation of a number of parameters, such as: grain size of the expanded clay aggregate, thickness of the sample and A/C/W relation of the mixture.</p>
<p>After that first analysis, results from the inversion process described in Section 3.3 are presented and discussed, assuming the material behavior to be described by the Horoshenkov and Swift model. The main objective is here to infer, using results from acoustic measurements, the macroscopic parameters of the different mixtures, so that simple equivalent fluid models can be used for their representation in numerical models.</p>
<sec id="sec4.1">
<title>4.1. Measured sound absorption coefficient</title>
<p>The experimental results concerning the impedance tube procedure described in the ISO 10534:2(<xref ref-type="bibr" rid="cit0033">33</xref>) for the prepared samples are here first presented, in order to allow analyzing the influence of grain size, thickness and amount of cement on the sound absorption of the specimens. <xref ref-type="fig" rid="f0006">Figures 6</xref> to <xref ref-type="fig" rid="f0008">8</xref> illustrate the full set of sound absorption results measured for all produced samples. Each figure presents results obtained for the same aggregate, incorporating all measured sample thicknesses. Within each plot, results for the two mixtures used for the corresponding grain size are illustrated. Each curve corresponds to the result measured for a single sample type (averaged between the two specimens per sample).</p>
<fig id="f0006">
<label>Figure 6</label>
<caption>
<p>Sound absorption results measured in the impedance tube for samples with aggregate 0&#x2013;2 mm, considering mixtures 2 and 3.</p>
</caption>
<graphic xlink:href="MC201929_e202-g006.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="f0007">
<label>Figure 7</label>
<caption>
<p>Sound absorption results measured in the impedance tube for samples with aggregate 2&#x2013;4 mm, considering mixtures 1 and 2.</p>
</caption>
<graphic xlink:href="MC201929_e202-g007.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="f0008">
<label>Figure 8</label>
<caption>
<p>Sound absorption results measured in the impedance tube for samples with aggregate 3&#x2013;8 mm, considering mixtures 1 and 2.</p>
</caption>
<graphic xlink:href="MC201929_e202-g008.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>Comparing samples made from the same aggregate and mixture, some common trends in the variation of the sound absorption coefficient can be observed as different thicknesses are considered. Indeed, for all mixtures, the increase of the thickness produces a shift in the absorption curve towards lower frequencies. This effect occurs for all tested samples, regardless of the amount of cement or the grain size, and is a well-known and expected behavior.</p>
<p>If samples from mixture 2 and with the same thickness (either 4, 6 or 8 cm), but with varying grain size, are now compared, some interesting changes can be observed. It can be noted that a trend exists for the samples with smaller grain size to provide a somewhat broader sound absorption curve when compared with those made with aggregates of larger grain sizes. This can be seen quite clearly when comparing the 0&#x2013;2 mm to both the 2&#x2013;4 mm and 3&#x2013;8 mm aggregates. When the 2&#x2013;4 mm and 3&#x2013;8 mm aggregates are compared, this relation is less evident.</p>
<p>It is also interesting to observe the results in terms of the influence of A/C/W proportions in the sound absorption, considering samples of different mixtures with the same thickness (4, 6 and 8 cm), and for each of the used grain size. Indeed, it can be noted that increasing the amount of cement provides a shift of the absorption peak to lower frequencies in all tested samples, as similarly observed when analyzing the influence of increasing the thickness of the samples. Samples with grain size 0&#x2013;2 mm show the greatest variation, particularly when the 4 cm thick samples are analyzed. It is important to note that increasing the ratio of cement leads, in practice, to a denser sample, with more closed pores and internal channels, and thus to a change in some of its macroscopic parameters that influence the acoustic behavior.</p>
<p>Another interesting feature that can be observed is that as larger sized aggregates are considered (mostly for the 3&#x2013;8 mm aggregate) there seems to be a sensible decrease of sound absorption peaks, which for the largest aggregate are always below 0.9 for mixture 2, and can be as low as 0.8 for mixture 1. A possible explanation for this behavior may be related to the larger dimension of the air-filled pores inside the sample, which may form paths with larger channels, and thus where lower viscous-thermal losses occur during the sound propagation process.</p>
</sec>
<sec id="sec4.2">
<title>4.2. Macroscopic parameters</title>
<p>As stated at the beginning of this work, besides the characterization of the acoustic behavior of the different porous concrete mixtures, the main goal is to provide a better insight regarding the macroscopic parameters of this type of material. This is an important aspect that needs specific attention, since the knowledge of these parameters allows their simulation in theoretical models, such as those based on the concept of equivalent fluids. This section presents the results of the macroscopic parameters determined using the inverse procedure described in Section 3.3 for all the prepared specimens. As mentioned above, while the open porosity was determined experimentally, the other three parameters (i.e. air-flow resistivity, tortuosity and the standard deviation of pore size) were determined through an inversion strategy.</p>
<p>The measured open porosity of the produced samples is presented in <xref ref-type="table" rid="t0002">Table 2</xref>, where each value is the average of two samples with the same aggregate and mixture type. In all cases, values of the open porosity above 0.30 are registered, which are in line with the observations from other authors (see, for example, (<xref ref-type="bibr" rid="cit0002">2</xref>,<xref ref-type="bibr" rid="cit0009">9</xref>)). Within each type of material (i.e., samples with the same mixture and aggregate grain size), the observed values seem to be quite similar, with a variation of no more than 0.05 between samples of different thickness. As expected, the average value of the porosity tends to decrease as larger quantities of cement are considered; indeed, adding more cement allows to establish more internal connections between aggregate particles, reducing the open space between them. This can be seen clearly observing the corresponding values between mixtures 1 and 2 (the latter produced using more cement), and between mixtures 2 and 3 (again, the latter produced using more cement), for all aggregate types.</p>
<table-wrap id="t0002">
<label>Table 2</label>
<caption>
<p>Measured open porosity (<italic>&#x03D5;</italic>(-)) of the samples (average of the 2 specimens of each type)</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2" align="left">Grain size<hr/></th>
<th colspan="2" align="center">3&#x2013;8 mm<hr/></th>
<th colspan="2" align="center">2&#x2013;4 mm<hr/></th>
<th colspan="2" align="center">0&#x2013;2 mm<hr/></th>
</tr>
<tr>
<th colspan="2" align="left">Mixture</th>
<th align="center">Mix. 1</th>
<th align="center">Mix. 2</th>
<th align="center">Mix. 1</th>
<th align="center">Mix. 2</th>
<th align="center">Mix. 2</th>
<th align="center">Mix. 3</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"/>
<td align="center">4 cm</td>
<td align="center">0.37</td>
<td align="center">0.33</td>
<td align="center">0.39</td>
<td align="center">0.36</td>
<td align="center">0.48</td>
<td align="center">0.38</td>
</tr>
<tr>
<td align="left">Thickness</td>
<td align="center">6 cm</td>
<td align="center">0.39</td>
<td align="center">0.33</td>
<td align="center">0.36</td>
<td align="center">0.31</td>
<td align="center">0.46</td>
<td align="center">0.33</td>
</tr>
<tr>
<td align="left"/>
<td align="center">8 cm</td>
<td align="center">0.38</td>
<td align="center">0.34</td>
<td align="center">0.38</td>
<td align="center">0.35</td>
<td align="center">0.45</td>
<td align="center">0.37</td>
</tr>
<tr>
<td align="left">Average <italic>&#x03D5;</italic></td>
<td align="center"/>
<td align="center">0.38</td>
<td align="center">0.33</td>
<td align="center">0.37</td>
<td align="center">0.34</td>
<td align="center">0.46</td>
<td align="center">0.36</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The inversion strategy defined before was applied independently to each produced sample, and the average values of the macroscopic parameters obtained for each of the mixtures and grain sizes are shown in <xref ref-type="fig" rid="f0009">Figures 9</xref>, <xref ref-type="fig" rid="f0010">10</xref> and <xref ref-type="fig" rid="f0011">11</xref>, considering the average of all sample thicknesses, and two specimens of each type, for each case; thus, each value is an average of 6 samples. It should be noted that the inversion procedure was performed in the frequency range from 400 to 1600 Hz, in the attempt not to have the process affected by uncertainties of the experimental characterization which are mostly observed at lower frequencies.</p>
<fig id="f0009">
<label>Figure 9</label>
<caption>
<p>Average air-flow resistivity of the different mixtures and grain sizes obtained by inversion, considering the 6 sample types (12 specimens) produced for each case.</p>
</caption>
<graphic xlink:href="MC201929_e202-g009.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="f0010">
<label>Figure 10</label>
<caption>
<p>Average tortuosity of the different mixtures and grain sizes obtained by inversion, considering the 6 sample types (12 specimens) produced for each case.</p>
</caption>
<graphic xlink:href="MC201929_e202-g010.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<fig id="f0011">
<label>Figure 11</label>
<caption>
<p>Average standard deviation of the pore size of the different mixtures and grain sizes obtained by inversion, considering the 6 sample types (12 specimens) produced for each case.</p>
</caption>
<graphic xlink:href="MC201929_e202-g011.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>Observing the estimated average values for the macroscopic parameters, some points should be mentioned. First, the values obtained for the air-flow resistivity (<xref ref-type="fig" rid="f0009">Figure 9</xref>) indicate that significant differences occur depending on the aggregate type considered. An important conclusion that can be inferred from the presented plot is that increasing the amount of cement leads to higher values of the air-flow resistivity; physically, this was an expected behavior, as the samples tend to have a more closed internal structure, with fewer voids and less open interstitial channels, making the air more difficult to flow. For the case of the tortuosity, the obtained values (<xref ref-type="fig" rid="f0010">Figure 10</xref>) are always above 1.80, which was an expected value for this type of material, while the standard deviation of pore size (<xref ref-type="fig" rid="f0011">Figure 11</xref>) ranged from 0.22 to 0.41, which are intermediate values between those given by Va&#x0161;inaet al. (<xref ref-type="bibr" rid="cit0002">2</xref>) and Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>). The presented estimations thus seem to be within the limits found in the literature for the tested materials.</p>
<p>In <xref ref-type="fig" rid="f0012">Figure 12</xref> the full set of values for air-flow resistivity and tortuosity obtained by application of the inversion algorithm are displayed, as a function of density and of the ratio of the density to porosity, respectively; in the same plot, average values calculated for each aggregate and mixture type are also displayed. The presented plots show significant dispersion when individual samples are analyzed, although a clear trend for the air-flow resistivity values to increase for higher sample densities can be seen in <xref ref-type="fig" rid="f0012">Figure 12a</xref>; similarly, the tortuosity seems to exhibit a similar trend as higher ratios density/porosity are considered. However, when average values per aggregate and mixture are analyzed these relations seem to become much more clear, and indeed a simple regression analysis considering an exponential curve exhibits a quite high correlation coefficient (R<sup>2</sup>&#x003E;0.93 for both cases), indicating that there is a strong relation between the correlated variables. Although a much larger number of samples would be needed for a statistically representative analysis, this initial study indicates that it may be possible to find a relation between the air-flow resistivity and density and between tortuosity and density to porosity ratio, that may allow to estimate air-flow resistivity and tortuosity from the density and porosity of the samples, which are quite simpler to evaluate experimentally.</p>
<fig id="f0012">
<label>Figure 12</label>
<caption>
<p>Estimated air-flow resistivity (a) and tortuosity (b) for all samples, and average values for each combination aggregate-mixture. Tendency lines are also displayed for each parameter.</p>
</caption>
<graphic xlink:href="MC201929_e202-g012.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>Finally, to verify the application of the obtained parameters in reproducing the acoustic behavior of the tested samples, the plots in <xref ref-type="fig" rid="f0013">Figure 13</xref> show a comparison of the measured and calculated surface impedance and sound absorption coefficient for an illustrative case. For that purpose, the case of samples produced with Mixture 2 (which was used for all types of aggregates), and with a thickness of 6 cm is considered, for the three types of aggregates.</p>
<fig id="f0013">
<label>Figure 13</label>
<caption>
<p>Comparison of the inversely determined and measured surface acoustic impedance (left) and sound absorption coefficient (right) for samples 6 cm thick and produced with Mixture 2: (a) 0&#x2013;2 mm aggregate; (b) 2&#x2013;4 mm aggregate; (c) 3&#x2013;8 mm aggregate (Experimental values are average values of two specimens).</p>
</caption>
<graphic xlink:href="MC201929_e202-g013.tif" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>
<p>Observing the presented plots, it can be seen that a good approximation is provided by the theoretical model, both in terms of surface impedance and of the sound absorption coefficient, although slightly overestimating the peak sound absorption for the larger-sizes aggregates. Indeed, for all plots the trend of the experimental measurements and the theoretical model is quite similar, although some differences are registered, mainly in the low frequency range and for the samples with the larger sized aggregates (2&#x2013;4 mm and 3&#x2013;8 mm). Observing the values of the sound absorption at the lowest frequencies, it becomes clear that quite high values are registered, with coefficients of 0.2 being registered at the lower frequency of 200 Hz. This value seems to be somewhat exaggerated comparing, for example, with the ones documented by Carbajo et al. (<xref ref-type="bibr" rid="cit0009">9</xref>) for similar materials, and may be related with the experimental conditions of this work. This low frequency behavior is not reproduced by the theoretical model, which estimated lower values of the sound absorption coefficient (and of the real part of the surface impedance).</p>
</sec>
</sec>
<sec id="sec5" sec-type="conclusions">
<title>5. CONCLUSIONS</title>
<p>The present paper gives a contribution to the study of the sound absorption properties of lightweight porous concrete, using expanded clay aggregates. Different aggregate sizes and proportions of water/cement/aggregate were used to produce test samples, and to allow studying the influence of different parameters in the acoustic behavior of the material. It was possible to identify a clear influence of the grain size and of the cement quantity in the acoustic absorption provided by the material, with the cement quantity playing a quite important role.</p>
<p>An inverse model was used, based on the theoretical equivalent-fluid representation proposed by Horoshenkov and Swift, based on the measured sound absorption coefficient. The obtained results seem to indicate that the approach leads to values of the macroscopic parameters of the material within the expected range (based on the literature). The presented results also show that there is a strong relationship between physical/macroscopic parameter (density, porosity, air-flow resistivity, tortuosity) and the amount of cement used in the preparation of the mixtures, for all sizes of aggregate grain. Finally, a simple regression analysis was proposed to correlate some of the macroscopic parameters (namely air-flow resistivity and tortuosity) with simpler physical properties (density and porosity), with good correlation being found between the tested variables. Establishing such correlations may be important for practical purposes, since porosity and density can be determined using simpler laboratorial procedures.</p>
<p>The results obtained in this work can facilitate the proposal and application of constructive solutions based in porous lightweight concrete to solve external acoustic problems.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>This work was developed within the scope of the POCI-01-0247-FEDER-033990 (iNBRail) Project, funded by FEDER funds through COMPETE 2020, Portugal 2020. This work was also supported by FEDER funds through the Competitivity Factors Operational Programme - COMPETE and by national funds through FCT &#x2013; Foundation for Science and Technology within the scope of the project POCI-01-0145-FEDER-007633 and through the Regional Operational Programme CENTRO2020 within the scope of the project CENTRO-01-0145-FEDER-000006. The support of COST (European Cooperation in Science and Technology) through the COST Action CA15125 &#x2013; DENORMS: &#x201C;Designs for Noise Reducing Materials and Structures&#x201D; is here also acknowledged.</p></ack>
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