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         <JournalID>10052</JournalID>
         <JournalDOI>10.1007/10052.1434-6052</JournalDOI>
         <JournalElectronicISSN>1434-6052</JournalElectronicISSN>
         <JournalSPIN>30312819</JournalSPIN>
         <JournalTitle>The European Physical Journal C</JournalTitle>
         <JournalSubTitle>Particles and Fields</JournalSubTitle>
         <JournalAbbreviatedTitle>Eur. Phys. J. C</JournalAbbreviatedTitle>
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            <JournalSubject Code="SCP23029" Priority="1" Type="Secondary">Elementary Particles, Quantum Field Theory</JournalSubject>
            <JournalSubject Code="SCP23010" Priority="2" Type="Secondary">Nuclear Physics, Heavy Ions, Hadrons</JournalSubject>
            <JournalSubject Code="SCP19048" Priority="3" Type="Secondary">Quantum Field Theories, String Theory</JournalSubject>
            <JournalSubject Code="SCP31040" Priority="4" Type="Secondary">Measurement Science and Instrumentation</JournalSubject>
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                  <CoverDate>
                     <Year>2025</Year>
                     <Month>3</Month>
                  </CoverDate>
                  <PricelistYear>2025</PricelistYear>
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                  <CopyrightHolderName>EDP Sciences, Societa Italiana di Fisica (SIF) and Springer-Verlag GmbH, DE, part of Springer Nature</CopyrightHolderName>
                  <CopyrightYear>2025</CopyrightYear>
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            <Article ID="s10052-025-13998-1">
               <ArticleInfo ArticleType="OriginalPaper" ContainsESM="No" Language="En"
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                  <ArticleID>13998</ArticleID>
                  <ArticleExternalID Type="arXiv">2409.17846</ArticleExternalID>
                  <ArticleDOI>10.1140/epjc/s10052-025-13998-1</ArticleDOI>
                  <ArticleCitationID>327</ArticleCitationID>
                  <ArticleSequenceNumber>107</ArticleSequenceNumber>
                  <ArticleTitle Language="En" OutputMedium="All">Constraining string cosmology with the gravitational-wave background using the NANOGrav 15-year data set</ArticleTitle>
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                  <ArticleCategory>Regular Article - Theoretical Physics</ArticleCategory>
                  <ArticleSubCategory>Theoretical Physics</ArticleSubCategory>
                  <ArticleFirstPage>1</ArticleFirstPage>
                  <ArticleLastPage>9</ArticleLastPage>
                  <ArticleHistory>
                     <RegistrationDate>
                        <Year>2025</Year>
                        <Month>2</Month>
                        <Day>25</Day>
                     </RegistrationDate>
                     <Received>
                        <Year>2024</Year>
                        <Month>12</Month>
                        <Day>26</Day>
                     </Received>
                     <Accepted>
                        <Year>2025</Year>
                        <Month>2</Month>
                        <Day>21</Day>
                     </Accepted>
                     <OnlineDate>
                        <Year>2025</Year>
                        <Month>3</Month>
                        <Day>21</Day>
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                  <ArticleFundingInformation>
                     <Fund>
                        <FunderName FundRefID="http://dx.doi.org/10.13039/501100001809">National Natural Science Foundation of China</FunderName>
                        <GrantNumber Type="FundRef">12347111</GrantNumber>
                        <GrantNumber Type="FundRef">12405055</GrantNumber>
                        <GrantNumber Type="FundRef">12405057</GrantNumber>
                        <GrantNumber Type="FundRef">12433001</GrantNumber>
                     </Fund>
                     <Fund>
                        <FunderName FundRefID="http://dx.doi.org/10.13039/501100002858">China Postdoctoral Science Foundation</FunderName>
                        <GrantNumber Type="FundRef">2023M741148</GrantNumber>
                     </Fund>
                  </ArticleFundingInformation>
                  <ArticleCopyright>
                     <CopyrightHolderName>The Author(s)</CopyrightHolderName>
                     <CopyrightYear>2025</CopyrightYear>
                     <License SubType="CC BY" Type="OpenAccess" Version="4.0">
                        <SimplePara>
                           <Emphasis Type="Bold">Open Access</Emphasis> This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit <ExternalRef>
                              <RefSource>http://creativecommons.org/licenses/by/4.0/</RefSource>
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                        <SimplePara>Funded by SCOAP<Superscript>3</Superscript>.</SimplePara>
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                     <JournalID>10052</JournalID>
                     <VolumeIDStart>85</VolumeIDStart>
                     <VolumeIDEnd>85</VolumeIDEnd>
                     <IssueIDStart>3</IssueIDStart>
                     <IssueIDEnd>3</IssueIDEnd>
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               <ArticleHeader>
                  <AuthorGroup>
                     <Author AffiliationIDS="Aff1 Aff2" ID="Au1"
                             ORCID="http://orcid.org/0000-0002-9496-6476">
                        <AuthorName DisplayOrder="Western">
                           <GivenName>Qin</GivenName>
                           <FamilyName>Tan</FamilyName>
                        </AuthorName>
                        <Contact>
                           <Email>tanqin@hunnu.edu.cn</Email>
                        </Contact>
                     </Author>
                     <Author AffiliationIDS="Aff3" CorrespondingAffiliationID="Aff3" ID="Au2"
                             ORCID="http://orcid.org/0000-0002-9610-2284">
                        <AuthorName DisplayOrder="Western">
                           <GivenName>You</GivenName>
                           <FamilyName>Wu</FamilyName>
                        </AuthorName>
                        <Contact>
                           <Email>youwuphy@gmail.com</Email>
                        </Contact>
                     </Author>
                     <Author AffiliationIDS="Aff4" CorrespondingAffiliationID="Aff4" ID="Au3"
                             ORCID="http://orcid.org/0000-0002-0297-9633">
                        <AuthorName DisplayOrder="Western">
                           <GivenName>Lang</GivenName>
                           <FamilyName>Liu</FamilyName>
                        </AuthorName>
                        <Contact>
                           <Email>liulang@bnu.edu.cn</Email>
                        </Contact>
                     </Author>
                     <Affiliation ID="Aff1">
                        <OrgID Level="Institution" Type="ROR">https://ror.org/053w1zy07</OrgID>
                        <OrgID Level="Institution" Type="GRID">grid.411427.5</OrgID>
                        <OrgID Level="Institution" Type="ISNI">0000 0001 0089 3695</OrgID>
                        <OrgDivision>Department of Physics, Key Laboratory of Low Dimensional Quantum Structures and Quantum Control of Ministry of Education, Synergetic Innovation Center for Quantum Effects and Applications</OrgDivision>
                        <OrgName>Hunan Normal University</OrgName>
                        <OrgAddress>
                           <City>Changsha</City>
                           <Postcode>410081</Postcode>
                           <State>Hunan</State>
                           <Country Code="CN">China</Country>
                        </OrgAddress>
                     </Affiliation>
                     <Affiliation ID="Aff2">
                        <OrgID Level="Institution" Type="ROR">https://ror.org/053w1zy07</OrgID>
                        <OrgID Level="Institution" Type="GRID">grid.411427.5</OrgID>
                        <OrgID Level="Institution" Type="ISNI">0000 0001 0089 3695</OrgID>
                        <OrgDivision>Institute of Interdisciplinary Studies</OrgDivision>
                        <OrgName>Hunan Normal University</OrgName>
                        <OrgAddress>
                           <City>Changsha</City>
                           <State>Hunan</State>
                           <Postcode>410081</Postcode>
                           <Country Code="CN">China</Country>
                        </OrgAddress>
                     </Affiliation>
                     <Affiliation ID="Aff3">
                        <OrgID Level="Institution" Type="ROR">https://ror.org/01ggnn306</OrgID>
                        <OrgID Level="Institution" Type="GRID">grid.440778.8</OrgID>
                        <OrgID Level="Institution" Type="ISNI">0000 0004 1759 9670</OrgID>
                        <OrgDivision>College of Mathematics and Physics</OrgDivision>
                        <OrgName>Hunan University of Arts and Science</OrgName>
                        <OrgAddress>
                           <City>Changde</City>
                           <Postcode>415000</Postcode>
                           <Country Code="CN">China</Country>
                        </OrgAddress>
                     </Affiliation>
                     <Affiliation ID="Aff4">
                        <OrgID Level="Institution" Type="ROR">https://ror.org/022k4wk35</OrgID>
                        <OrgID Level="Institution" Type="GRID">grid.20513.35</OrgID>
                        <OrgID Level="Institution" Type="ISNI">0000 0004 1789 9964</OrgID>
                        <OrgDivision>Faculty of Arts and Sciences</OrgDivision>
                        <OrgName>Beijing Normal University</OrgName>
                        <OrgAddress>
                           <City>Zhuhai</City>
                           <Postcode>519087</Postcode>
                           <Country Code="CN">China</Country>
                        </OrgAddress>
                     </Affiliation>
                  </AuthorGroup>
                  <Abstract ID="Abs1" Language="En" OutputMedium="All">
                     <Heading>Abstract</Heading>
                     <Para ID="Par1">Multiple pulsar timing array (PTA) collaborations, including the European PTA in partnership with the Indian PTA, the North American Nanohertz Observatory for Gravitational Waves (NANOGrav), the Parkes PTA, and the Chinese PTA have recently reported strong evidence for a signal at nanohertz, potentially the first detection of the stochastic gravitational-wave background (SGWB). We investigate whether the NANOGrav signal is consistent with the SGWB predicted by string cosmology models. By performing Bayesian parameter estimation on the NANOGrav 15-year data set, we constrain the key parameters of a string cosmology model: the frequency <InlineEquation ID="IEq1">
                           <EquationSource Format="TEX"><![CDATA[$$f_s$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <msub>
                                    <mi>f</mi>
                                    <mi>s</mi>
                                 </msub>
                              </math>
                           </EquationSource>
                        </InlineEquation> and the fractional energy density <InlineEquation ID="IEq2">
                           <EquationSource Format="TEX"><![CDATA[$$\Omega _\textrm{gw}^{s}$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <msubsup>
                                    <mi mathvariant="normal">Ω</mi>
                                    <mtext>gw</mtext>
                                    <mi>s</mi>
                                 </msubsup>
                              </math>
                           </EquationSource>
                        </InlineEquation> of gravitational waves at the end of the dilaton-driven stage, and the Hubble parameter <InlineEquation ID="IEq3">
                           <EquationSource Format="TEX"><![CDATA[$$H_r$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <msub>
                                    <mi>H</mi>
                                    <mi>r</mi>
                                 </msub>
                              </math>
                           </EquationSource>
                        </InlineEquation> at the end of the string phase. Our analysis yields constraints of <InlineEquation ID="IEq4">
                           <EquationSource Format="TEX"><![CDATA[$$f_s = 1.2^{+0.6}_{-\,0.6}\times 10^{-8} \textrm{Hz}$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <mrow>
                                    <msub>
                                       <mi>f</mi>
                                       <mi>s</mi>
                                    </msub>
                                    <mo>=</mo>
                                    <mn>1</mn>
                                    <mo>.</mo>
                                    <msubsup>
                                       <mn>2</mn>
                                       <mrow>
                                          <mo>-</mo>
                                          <mspace width="0.166667em"/>
                                          <mn>0.6</mn>
                                       </mrow>
                                       <mrow>
                                          <mo>+</mo>
                                          <mn>0.6</mn>
                                       </mrow>
                                    </msubsup>
                                    <mo>×</mo>
                                    <msup>
                                       <mn>10</mn>
                                       <mrow>
                                          <mo>-</mo>
                                          <mn>8</mn>
                                       </mrow>
                                    </msup>
                                    <mtext>Hz</mtext>
                                 </mrow>
                              </math>
                           </EquationSource>
                        </InlineEquation> and <InlineEquation ID="IEq5">
                           <EquationSource Format="TEX"><![CDATA[$$\Omega _\textrm{gw}^{s} = 2.9^{+5.4}_{-2.3}\times 10^{-8}$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <mrow>
                                    <msubsup>
                                       <mi mathvariant="normal">Ω</mi>
                                       <mtext>gw</mtext>
                                       <mi>s</mi>
                                    </msubsup>
                                    <mo>=</mo>
                                    <mn>2</mn>
                                    <mo>.</mo>
                                    <msubsup>
                                       <mn>9</mn>
                                       <mrow>
                                          <mo>-</mo>
                                          <mn>2.3</mn>
                                       </mrow>
                                       <mrow>
                                          <mo>+</mo>
                                          <mn>5.4</mn>
                                       </mrow>
                                    </msubsup>
                                    <mo>×</mo>
                                    <msup>
                                       <mn>10</mn>
                                       <mrow>
                                          <mo>-</mo>
                                          <mn>8</mn>
                                       </mrow>
                                    </msup>
                                 </mrow>
                              </math>
                           </EquationSource>
                        </InlineEquation>, consistent with theoretical predictions from string cosmology. However, the current NANOGrav data is not sensitive to the <InlineEquation ID="IEq6">
                           <EquationSource Format="TEX"><![CDATA[$$H_r$$]]></EquationSource>
                           <EquationSource Format="MATHML">
                              <math xmlns:xlink="http://www.w3.org/1999/xlink">
                                 <msub>
                                    <mi>H</mi>
                                    <mi>r</mi>
                                 </msub>
                              </math>
                           </EquationSource>
                        </InlineEquation> parameter. We also compare the string cosmology model to a simple power-law model using Bayesian model selection, finding a Bayes factor of 2.2 in favor of the string cosmology model. Future pulsar timing array observations with improved sensitivity and extended frequency coverage will enable tighter constraints on string cosmology parameters.</Para>
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