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<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
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<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0292361</article-id>
<article-id pub-id-type="publisher-id">PONE-D-23-15514</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Archaeology</subject></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geology</subject><subj-group><subject>Petrology</subject><subj-group><subject>Sediment</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geology</subject><subj-group><subject>Sedimentary geology</subject><subj-group><subject>Sediment</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Materials science</subject><subj-group><subject>Materials</subject><subj-group><subject>Raw materials</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Chemistry</subject><subj-group><subject>Geochemistry</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geochemistry</subject></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Physics</subject><subj-group><subject>Classical mechanics</subject><subj-group><subject>Deformation</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Physics</subject><subj-group><subject>Classical mechanics</subject><subj-group><subject>Damage mechanics</subject><subj-group><subject>Deformation</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Social sciences</subject><subj-group><subject>Economics</subject><subj-group><subject>Commerce</subject><subj-group><subject>Procurement</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Earth sciences</subject><subj-group><subject>Geology</subject><subj-group><subject>Metamorphic geology</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Physical sciences</subject><subj-group><subject>Chemistry</subject><subj-group><subject>Chemical compounds</subject><subj-group><subject>Carbonates</subject></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Exploring mudbrick architecture and its re-use in Artaxata, Armenia, during the 1st millennium BC. A multidisciplinary study of earthen architecture in the Armenian Highlands</article-title>
<alt-title alt-title-type="running-head">Exploring mudbrick architecture and its reuse in Artaxata, Armenia, during the 1st millennium BC</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4747-5241</contrib-id>
<name name-style="western">
<surname>Lorenzon</surname>
<given-names>Marta</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
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<role content-type="http://credit.niso.org/contributor-roles/resources/">Resources</role>
<role content-type="http://credit.niso.org/contributor-roles/software/">Software</role>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Cutillas-Victoria</surname>
<given-names>Benjamín</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Holmqvist</surname>
<given-names>Elisabeth</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Gkouma</surname>
<given-names>Myrsini</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Vrydaghs</surname>
<given-names>Luc</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-2653-9859</contrib-id>
<name name-style="western">
<surname>Lichtenberger</surname>
<given-names>Achim</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4837-6245</contrib-id>
<name name-style="western">
<surname>Schreiber</surname>
<given-names>Torben</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/validation/">Validation</role>
<role content-type="http://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Zardaryan</surname>
<given-names>Mkrtich</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<xref ref-type="aff" rid="aff007"><sup>7</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Department of Cultures, University of Helsinki, Helsinki, Finland</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>NCSR Demokritos, Athens, Greece</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>Murcia University, Murcia, Spain</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>M.H. Wiener Laboratory for Archaeological Science, American School of Classical Studies at Athens, Athens, Greece</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>AMGC—Vrije Universiteit Brussel, Brussels, Belgium</addr-line></aff>
<aff id="aff006"><label>6</label> <addr-line>University of Münster, Münster, Germany</addr-line></aff>
<aff id="aff007"><label>7</label> <addr-line>National Academy of Sciences of the Republic of Armenia, Yerevan, Armenia</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Zerboni</surname>
<given-names>Andrea</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Universita degli Studi di Milano, ITALY</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">marta.lorenzon@helsinki.fi</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>18</volume>
<issue>10</issue>
<elocation-id>e0292361</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>5</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>9</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-year>2023</copyright-year>
<copyright-holder>Lorenzon et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0292361"/>
<abstract>
<p>Mudbrick constructions are extremely common in ancient western Asia, including the 1st millennium structures of the southern Caucasus and Armenian highlands. However, in the Caucasus the geoarchaeological study of these materials to provide insight into building practices and social structure is a topic little researched, especially when focusing on the <italic>longue durée</italic>. Artashat/Artaxata (Ararat region, Armenia) was the capital of the Armenian Kingdom of the Artaxiads, founded in the eighties of the 2nd century BC, but even before this the site was occupied in the Chalcolithic period, (ca. 5200–3500 BC), Early Iron Age (ca. 1200–900 BC) and in the Urartian period (ca. 800–600 BC) as well. All the previous occupation phases showed communities that made extensive use of earthen constructions as determined during past and recent archaeological excavations. This multidisciplinary study seeks to examine mudbrick architecture as a proxy for environmental and social interactions during the 1st millennium BC combining geoarchaeology, archaeobotany and building archaeology. We analyzed changes and continuities in architectural form and practices, alongside reconstruction of technological and social processes, to identify issues of raw material procurement, attestation of re-use, and consistency of building practices. The results of the geoarchaeological analysis of the earthen building materials used in different parts of the ancient city point to a re-use of materials over time.</p>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution>Academy of Finland Research Fellowship</institution>
</funding-source>
<award-id>348400</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4747-5241</contrib-id>
<name name-style="western">
<surname>Lorenzon</surname>
<given-names>Marta</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award002">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/501100001659</institution-id>
<institution>Deutsche Forschungsgemeinschaft</institution>
</institution-wrap>
</funding-source>
<award-id>LI 978/10-1</award-id>
<principal-award-recipient>Achim Lichenberger</principal-award-recipient>
</award-group>
<award-group id="award003">
<funding-source>
<institution>University of Helsinki</institution>
</funding-source>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4747-5241</contrib-id>
<name name-style="western">
<surname>Lorenzon</surname>
<given-names>Marta</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award004">
<funding-source>
<institution>Armenian Academy of Sciences</institution>
</funding-source>
<principal-award-recipient>
<name name-style="western">
<surname>Zardaryan</surname>
<given-names>Mkrtich</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award005">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/501100001659</institution-id>
<institution>Deutsche Forschungsgemeinschaft</institution>
</institution-wrap>
</funding-source>
<award-id>LI 978/10-1</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0003-4837-6245</contrib-id>
<name name-style="western">
<surname>Schreiber</surname>
<given-names>Torben</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award006">
<funding-source>
<institution>European Union - NextGenerationEU</institution>
</funding-source>
<principal-award-recipient>
<name name-style="western">
<surname>Cutillas-Victoria</surname>
<given-names>Benjamín</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>This research was made possible due to funding received from the University of Helsinki for the project “Building Identities in Border Areas: cultures, narratives and architecture” (ML), and the Academy of Finland Research Fellowship grant EARTH (Decision number n.348400) (ML). The Armenian-German Artaxata Project is funded by the Deutsche Forschungsgemeinschaft (grant no. LI 978/10-1) (AL/ TS) and by the Armenian Academy of Sciences (MZ). BCV is a ‘Margarita Salas’ postdoctoral fellow funded by the European Union - NextGenerationEU. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Open access funded by Helsinki University Library.</funding-statement>
</funding-group>
<counts>
<fig-count count="13"/>
<table-count count="6"/>
<page-count count="28"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the paper and its <xref ref-type="sec" rid="sec014">Supporting Information</xref> files.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>Compared to Mesopotamia and the Levant, mudbrick constructions in the Armenian highlands and Caucasus have been the focus of limited research, mostly at the macroscopic and chronological level [<xref ref-type="bibr" rid="pone.0292361.ref001">1</xref>–<xref ref-type="bibr" rid="pone.0292361.ref003">3</xref>]. The importance of architecture, especially earthen architecture, in shedding light on past social practices and interactions is well attested [<xref ref-type="bibr" rid="pone.0292361.ref004">4</xref>–<xref ref-type="bibr" rid="pone.0292361.ref006">6</xref>], both as a proxy to understand past environmental changes and to determine past social practices [<xref ref-type="bibr" rid="pone.0292361.ref007">7</xref>, <xref ref-type="bibr" rid="pone.0292361.ref008">8</xref>]. Nevertheless, Classical period buildings are often not given the same attention as prehistoric ones in the analysis of earthen building materials and their labor organization.</p>
<p>The Armenian-German Artaxata Project (AGAP) launched in 2018 at Artaxata/Artashat (Ararat region, Armenia) focuses on the urbanism of the capital of the Armenian Kingdom of the Artaxiads, founded in the eighties of the 2nd century BC. In Armenia, specifically Artaxata, the Classical period ranges from the 2nd century BC to the 4th century AD. This project builds on the results of the previous Armenian excavations of the 1970s [<xref ref-type="bibr" rid="pone.0292361.ref009">9</xref>–<xref ref-type="bibr" rid="pone.0292361.ref011">11</xref>], which have studied the urban development of the numerous hills that constitute the ancient city (<xref ref-type="fig" rid="pone.0292361.g001">Fig 1</xref>).</p>
<fig id="pone.0292361.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Map representing the site location and morphology (credit: Maija Holappa; source: USGS EROS, public domain).</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g001" xlink:type="simple"/>
</fig>
<p>Our research first aims at bringing forward the analysis of earthen building materials at the site of Artaxata, located in the Ararat Valley of central Armenia. Second, we compare construction practices between the two main phases of site occupation during the 1st millennium BC: Urartian and Hellenistic. This comparison allows us to investigate differences and similarities in sources of raw material procurement and building practices, but especially to provide a new methodology to assess the issue of re-use of mudbricks from archaeological context. This is a particularly important question, as currently there is no such methodological framework for the determination of earthen building material (henceforth EBM) re-use.</p>
<p>The re-use of EBM, specifically mudbrick, is an essential and understudied topic in archaeological research. Their re-employment in buildings over the centuries does not follow the same pattern of other <italic>spolia</italic> and ceramic building materials such as <italic>laterizio</italic>. Re-used mudbricks are taken from previous buildings, broken down and remixed with additional water and temper to mold new bricks. In contrast to fired bricks in which re-use is easily detectable, only rarely are mudbricks taken from a building to be directly employed in another construction (author personal observation during her work in Egypt). More commonly they are worked and reshaped thus fully recycling the materials, but also re-initiating the manufacturing process [<xref ref-type="bibr" rid="pone.0292361.ref012">12</xref>]. This type of intensive recycling can still be considered re-use with the caveat that it is incredibly challenging to trace and identify in the archaeological record.</p>
<p>The traditional mudbrick <italic>chaîne opératoire</italic> consists of collection of raw materials, thus soil, water, and human-induced inclusions used as degreasers such as the more commonly used vegetal temper, but also shell fragments, sand, and crushed plaster. The mixing, molding, and drying activities have been extensively described [<xref ref-type="bibr" rid="pone.0292361.ref013">13</xref>, <xref ref-type="bibr" rid="pone.0292361.ref014">14</xref>], indicating how the analysis of the <italic>chaîne opératoire</italic> can provide useful information regarding the procurement of raw materials within a community [<xref ref-type="bibr" rid="pone.0292361.ref008">8</xref>, <xref ref-type="bibr" rid="pone.0292361.ref015">15</xref>], the presence of skilled or unskilled workforces [<xref ref-type="bibr" rid="pone.0292361.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0292361.ref016">16</xref>, <xref ref-type="bibr" rid="pone.0292361.ref017">17</xref>], and the development of apprenticeship within a community [<xref ref-type="bibr" rid="pone.0292361.ref014">14</xref>]. The follow up study of how earthen structures decay, collapse and participate in postdepositional processes brings forth further knowledge regarding the cycle of architecture and materials collapse [<xref ref-type="bibr" rid="pone.0292361.ref018">18</xref>, <xref ref-type="bibr" rid="pone.0292361.ref019">19</xref>]. Here, we argue that an integrated approach that combines geoarchaeology, micromorphology and archaeobotany provides us with the necessary parameters to recognize re-used building materials.</p>
<p>One innovative aspect of the present study is the phytolith analysis of EBM thin sections. While the observation of opal of biological origin within petrographic thin sections is not uncommon [<xref ref-type="bibr" rid="pone.0292361.ref020">20</xref>, <xref ref-type="bibr" rid="pone.0292361.ref021">21</xref>], the systematic examination of phytoliths in ceramic thin sections is restricted to a few case studies [see for instance <xref ref-type="bibr" rid="pone.0292361.ref022">22</xref>–<xref ref-type="bibr" rid="pone.0292361.ref027">27</xref>]. Even more infrequent are studies elaborating on the phytolith content of construction remains such as bricks and cement [<xref ref-type="bibr" rid="pone.0292361.ref018">18</xref>, <xref ref-type="bibr" rid="pone.0292361.ref028">28</xref>–<xref ref-type="bibr" rid="pone.0292361.ref033">33</xref>]. Most of these studies extract phytoliths which ends in the loss of part of the phytolith’s context.</p>
<p>Phytolith taphonomy is a complex matter [for a discussion of this issue see <xref ref-type="bibr" rid="pone.0292361.ref034">34</xref>–<xref ref-type="bibr" rid="pone.0292361.ref036">36</xref>]. Prior to any taphonomic process such as erosion, corrosion or transport, decomposition of organic matter needs to occur to release phytoliths. Decomposition of the organic matter can occur either before or after the incorporation of the plant fragment into an archaeological record. When decay of the plant fragment takes place after its incorporation into the archaeological object, the relative distribution of the phytoliths, as observed while they are in anatomical position, should be preserved, provided that no post-depositional perturbation occurred. This relative distribution, together with its context, is destroyed when phytoliths are removed for analysis using typical extraction processes. On the contrary, they are preserved in thin sections.</p>
<p>Phytolith analysis on thin sections is a technique that inventories the distribution patterns of the phytoliths within archaeological contexts as well as the phytoliths composing each of these patterns. Each pattern (namely, Isolated, Clustered and Articulated (for a definition see [<xref ref-type="bibr" rid="pone.0292361.ref037">37</xref>, <xref ref-type="bibr" rid="pone.0292361.ref038">38</xref>]) hides a different history. The inventory of each distribution pattern together with the phytolith composing each of them, enables to discriminate phytoliths sharing (or not) a common (post)depositional history and botanical origin [<xref ref-type="bibr" rid="pone.0292361.ref037">37</xref>, <xref ref-type="bibr" rid="pone.0292361.ref039">39</xref>, <xref ref-type="bibr" rid="pone.0292361.ref040">40</xref>]. Concerning ceramic thin sections, it discriminates phytoliths observed in voids from those in the clay matrix. Previous taphonomic research determined phytoliths within voids derive from plant material selected as temper while those in the matrix relate to the natural composition of the clay [<xref ref-type="bibr" rid="pone.0292361.ref037">37</xref>]. Such an approach successfully contributed to the identification of ware source areas and the reconstruction of the <italic>chaîne opératoire</italic> [<xref ref-type="bibr" rid="pone.0292361.ref041">41</xref>].</p>
<sec id="sec002">
<title>Archaeological background</title>
<p>The Hellenistic city Artaxata was founded in the 180s BC by the Armenian king Artaxias I as the capital of his kingdom at a location which was said to be previously uninhabited [<xref ref-type="bibr" rid="pone.0292361.ref042">42</xref>, <xref ref-type="bibr" rid="pone.0292361.ref043">43</xref>]. However, recent archaeological research has shown that the city was the site of a considerable Urartian settlement and Artaxias I resettled the apparently abandoned site [<xref ref-type="bibr" rid="pone.0292361.ref044">44</xref>].</p>
<p>The Hellenistic city was located on 17 natural limestone hills which rise from the Ararat Valley and its lower city stretched into the plain. The river Araxes passes the west and south of the city. The rivers Metsamor and Azat, which flow into the Araxes, come from the northeast, while the Vedi waters the south of the city. The Ararat Valley is a rich and fertile alluvial plain with clay deposits used for pottery and mudbrick production [<xref ref-type="bibr" rid="pone.0292361.ref045">45</xref>]. The capital city of Artaxata soon became a major metropolis in Armenia and a melting pot of a variety of interactions with the Mediterranean, the Levant, Iran, Mesopotamia and the northern Caucasus. Architecturally, Artaxata was strongly reliant on local construction techniques and most of the buildings were made of mudbricks placed on low stone foundations. In the archaeological record, at least the lower courses of the mudbrick walls can be found intact, even if most of the former walls are eroded and deformed.</p>
<p>Armenia was affected heavily by the antagonism between Rome and Parthia but especially under Tigran II was a mighty transregional power. The city experienced several violent destructions, among them around 66 BC a partial destruction during Tigran the Younger’s rising and in AD 59 by Corbulo. These destructions seem to be attested in the archaeological record. In this study mudbrick samples are included which stem from the Urartian period and from the first two main phases of the Hellenistic settlement, from Phase I (180s to approx. 66 BC) and Phase II/III (approx. 66 BC to AD 59). These mains phases were identified by stratigraphic excavations and a 14C sampling program. The data was mainly assembled on Hill XIII which is the main site of the Armenian-German Artaxata Project (AGAP) (<xref ref-type="fig" rid="pone.0292361.g002">Fig 2</xref>).</p>
<fig id="pone.0292361.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g002</object-id>
<label>Fig 2</label>
<caption>
<title/>
<p>Map of excavation areas on the hills of Artaxata showing (A) the full extension of Artaxata site with its hills and (B) zoom in in the area investigated in this article, specifically Hill II, Hill XIII and the plain (Credit: Torben Schreiber).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g002" xlink:type="simple"/>
</fig>
<p>Although our research focuses on the Hellenistic Lower City and its three-phase development (Phases I, II and III) during the Hellenistic period, Artaxata’s nature as a multi-period site is pertinent to our study. Besides the dense Hellenistic settlement, traces from the Chalcolithic, Middle Bronze Age, and–as previously mentioned–Urartian period have been documented [<xref ref-type="bibr" rid="pone.0292361.ref046">46</xref>]. During this work, remains of an apparently extensive Urartian settlement were found on Hill XIII and in the southern plain, alongside the previously documented citadel on Hill II [<xref ref-type="bibr" rid="pone.0292361.ref009">9</xref>–<xref ref-type="bibr" rid="pone.0292361.ref011">11</xref>].</p>
<p>More importantly the radiocarbon dates provide us with solid evidence that these two distinct periods of occupation, Urartian and Hellenistic, occurred in the same area of the settlements indicating for instance that Trench 11 areas present Hellenistic occupation built directly on top of Urartian remains, even if the exact stratigraphic sequence needs to be further investigated (<xref ref-type="table" rid="pone.0292361.t001">Table 1</xref>. Data in <xref ref-type="supplementary-material" rid="pone.0292361.s001">S1 File</xref>).</p>
<table-wrap id="pone.0292361.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t001</object-id>
<label>Table 1</label> <caption><title>Set of 14C dates calibrated with the OxCal v4.4 software (IntCal20 Northern Hemisphere).</title></caption>
<alternatives>
<graphic id="pone.0292361.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Lab No</th>
<th align="left">Feature No.</th>
<th align="left">14C Age<break/>[yr BP]</th>
<th align="left">±</th>
<th align="left">δ13C<break/>AMS<break/>[‰]</th>
<th align="left">Probability 68%</th>
<th align="left">Probability 95%</th>
<th align="left">C<break/>[%]</th>
<th align="left">Material</th>
<th align="left">Stratigraphical relation to samples</th>
<th align="left">Chronology</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">48747</td>
<td align="left">ART20T309</td>
<td align="left">2117</td>
<td align="left">25</td>
<td align="left">-24.5</td>
<td align="left">cal BC 171–58</td>
<td align="left">cal BC 337–51</td>
<td align="left">54.7</td>
<td align="left">charcoal</td>
<td align="left">Above AA4</td>
<td align="left">Hellenistic Period (Phase I or shortly before)</td>
</tr>
<tr>
<td align="left">48751</td>
<td align="left">ART20T320</td>
<td align="left">2164</td>
<td align="left">23</td>
<td align="left">-22.6</td>
<td align="left">cal BC 347–168</td>
<td align="left">cal BC 353–107</td>
<td align="left">72.3</td>
<td align="left">charcoal</td>
<td align="left">Above AA4</td>
<td align="left">Hellenistic Period (Phase I or shortly before)</td>
</tr>
<tr>
<td align="left">48748</td>
<td align="left">ART20T323</td>
<td align="left">2148</td>
<td align="left">25</td>
<td align="left">-23.2</td>
<td align="left">cal BC 344–120</td>
<td align="left">cal BC 350–56</td>
<td align="left">63.5</td>
<td align="left">charcoal</td>
<td align="left">Underneath AA4</td>
<td align="left">Hellenistic Period (Phase I or shortly before)</td>
</tr>
<tr>
<td align="left">48753</td>
<td align="left">ART20T1107</td>
<td align="left">2148</td>
<td align="left">23</td>
<td align="left">-21.0</td>
<td align="left">cal BC 343–123</td>
<td align="left">cal BC 350–56</td>
<td align="left">55.6</td>
<td align="left">charcoal</td>
<td align="left">Same as AA5 and AA6</td>
<td align="left">Hellenistic Period (Phase I collapse)</td>
</tr>
<tr>
<td align="left">48754</td>
<td align="left">ART20T1107</td>
<td align="left">2095</td>
<td align="left">24</td>
<td align="left">-26.2</td>
<td align="left">cal BC 150–53</td>
<td align="left">cal BC 192–5</td>
<td align="left">60.5</td>
<td align="left">charcoal</td>
<td align="left">Same as AA5 and AA6</td>
<td align="left">Hellenistic Period (Phase I collapse)</td>
</tr>
<tr>
<td align="left">48755</td>
<td align="left">ART20T1107</td>
<td align="left">2134</td>
<td align="left">22</td>
<td align="left">-16.0</td>
<td align="left">cal BC 335–108</td>
<td align="left">cal BC 344–55</td>
<td align="left">25.7</td>
<td align="left">Bone</td>
<td align="left">Same as AA5 and AA6</td>
<td align="left">Hellenistic Period (Phase I collapse)</td>
</tr>
<tr>
<td align="left">53468</td>
<td align="left">ART21T1115</td>
<td align="left">2576</td>
<td align="left">21</td>
<td align="left">-23.2</td>
<td align="left">cal BC 792–776</td>
<td align="left">cal BC 804–675</td>
<td align="left">2.1</td>
<td align="left">charcoal</td>
<td align="left">Same complex as AA11-AA14</td>
<td align="left">Urartian Period</td>
</tr>
<tr>
<td align="left">53469</td>
<td align="left">ART21T1126</td>
<td align="left">2616</td>
<td align="left">19</td>
<td align="left">-4.4</td>
<td align="left">cal BC 805–793</td>
<td align="left">cal BC 808–780</td>
<td align="left">19.5</td>
<td align="left">charcoal</td>
<td align="left">Same complex as AA11-AA14</td>
<td align="left">Urartian Period</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<sec id="sec003">
<title>Geological background</title>
<p>Armenian geological map is complex and multifaceted. Most of the area around Artaxata is characterized by diatomite clays and Quaternary lacustrine alluvium (<xref ref-type="fig" rid="pone.0292361.g003">Fig 3</xref>). Paleogene and sandstone deposits alternating marls, sandstones, siltstones, tuffs and gravel surrounded the site to the North and the North- East. Directly to the East of the site, the geological landscape includes cretaceous deposits of metamorphic schistose limestones, tuff conglomerates and basalts, while in the south we have cretaceous carbonate and limestones. Ting et al. conducted a sampling of the area to study the raw materials for ceramic production in Artaxata, which is the baseline for the geological analysis in this article [<xref ref-type="bibr" rid="pone.0292361.ref045">45</xref>].</p>
<fig id="pone.0292361.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g003</object-id>
<label>Fig 3</label>
<caption>
<title>Geological map of Armenia (drawing: Maija Holappa; adapted after <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3133/ofr98479" xlink:type="simple">https://doi.org/10.3133/ofr98479</ext-link>; public domain).</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g003" xlink:type="simple"/>
</fig>
</sec>
</sec>
<sec id="sec004">
<title>Excavation area</title>
<p>The main focus of the AGAP, starting in 2018, has been on Hill XIII and the adjacent plain to the south. The hill is located at the transition from the Upper to the Lower City of Hellenistic Artaxata. The starting point for the excavation work is the results of geophysical prospection, which revealed several building structures in the Lower City [<xref ref-type="bibr" rid="pone.0292361.ref047">47</xref>]. In five excavation campaigns, Hill XIII, an anomaly in the form of a dotted line to the north of it, and a hall-like structure recognizable in the magnetics in the southern plain were investigated.</p>
<p>While the anomaly to the north turned out to be the remains of pillars of an unfinished Roman aqueduct bridge [<xref ref-type="bibr" rid="pone.0292361.ref048">48</xref>], the remains of large-scale constructions were found on Hill XIII. The most significant features, which were to a certain extent previously evident in the magnetics, are quarry stone wall bases, some of which overlap, revealing a relative chronological sequence. Almost the entire eastern summit of the saddle-shaped Hill XIII and its slopes as well as the depression on the western hilltop are covered with a massive layer of collapsed mudbrick, deriving from the walls that were built on the quarry stone bases [<xref ref-type="bibr" rid="pone.0292361.ref049">49</xref>].</p>
<p>Construction here took place in two main phases, which could be firmly dated using 14C samples. Phase I begins around 180 BC with the construction of a presumably sacred building with a broad central room, furnished with rich stucco decoration [<xref ref-type="bibr" rid="pone.0292361.ref048">48</xref>]. Traces of fire and partial destruction were recognized, which occurred around the middle of the 1st century BC, not impacting the mudbrick walls. In the sub-phase of Phase I (Ib), a change in function to domestic architecture becomes apparent. This change in function becomes clear in Phase II (from the middle of the 1st century BC). So far, two <italic>corridor houses</italic> separated by an alley have been excavated from this phase. Phase II was followed by the almost congruent Phase III. Structural and functional changes can hardly be observed between the two phases. The end of Phase III is marked by the destruction under Corbulo in 59 AD. The small number of finds allows the assumption that the inhabitants had already left their dwellings before the destruction. Hill XIII was then never resettled but visited only sporadically and the dwellings left behind weathered away.</p>
<p>Already in 2018, remains of past mudbrick architecture were documented in a test trench in the area adjoining the eastern hilltop to the north [<xref ref-type="bibr" rid="pone.0292361.ref050">50</xref>]. When work was resumed in 2022 it turned out that we are dealing with a massive filling underneath a retaining wall of Phase I. According to the pottery finds the material used for leveling this area must come from the Urartian period.</p>
<p>Already in 2018, a structure with a length of over 60 m was discovered on the magnetogram in the plain in the southern part of the investigation area [<xref ref-type="bibr" rid="pone.0292361.ref044">44</xref>]. This was partially excavated in 2021. In an area of 195 m<sup>2</sup> the northwest corner of the structure and a three-part double gate in the center were uncovered. The function of this structure is still unclear, but on the basis of the 14C data, it can be dated with certainty to the Urartian period around 800 BC. This represents an important finding in pre-Hellenistic urban history and the first monumental complex from that period in the study area.</p>
<p>In addition to the abovementioned features and some scattered finds, a massive mudbrick wall on the northern slope of Hill II is a particular testimony to the Urartian past of the site. It is assumed that the remains still visible today were part of an Urartian fortress with a size of 2.5 to 2.6 ha [<xref ref-type="bibr" rid="pone.0292361.ref051">51</xref>] (<xref ref-type="fig" rid="pone.0292361.g002">Fig 2</xref>).</p>
</sec>
</sec>
<sec id="sec005" sec-type="materials|methods">
<title>Materials and methods</title>
<p>Sampling took place from different sectors of Artaxata that have been recently excavated and from the Urartian defensive wall, excavated in the 1970s. When possible, the samples were selected from multiple rows, top to bottom, of the Urartian defensive wall (Hill II), preferably from external walls of the buildings identified on Hill XIII, Trench 11 in the plain, which presented both Urartian and Hellenistic levels, and trench 1–4, 6, 8, which displayed Hellenistic occupation levels (<xref ref-type="fig" rid="pone.0292361.g004">Fig 4</xref>). Due to the continuous rebuilding and levelling actions during the Hellenistic period, often only limited mudbrick remains such as one row of mudbrick, were preserved in situ for sampling. Therefore, the 34 samples include the multiple phases of site occupation, specifically Urartian and Hellenistic, including phase I, II and III registered on Hill XIII (<xref ref-type="table" rid="pone.0292361.t002">Table 2</xref>).</p>
<fig id="pone.0292361.g004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g004</object-id>
<label>Fig 4</label>
<caption>
<title>Sampling areas and location within the trenches in Artaxata, Armenia.</title>
<p>A. Samples’ location in Hill XIII; B. Samples’ location in the plain; C. Samples’ location on the Urartian wall on Hill II (Credit: Torben Schreiber).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g004" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0292361.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t002</object-id>
<label>Table 2</label> <caption><title>Artaxata mudbrick and soil samples.</title></caption>
<alternatives>
<graphic id="pone.0292361.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Sample ID</th>
<th align="left">Trench</th>
<th align="left">Period</th>
<th align="left">Sector</th>
<th align="left">description</th>
<th align="left">Period</th>
<th align="left">Feature No.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">AA1</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">AA2</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">AA3</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left">-</td>
</tr>
<tr>
<td align="left">AA4</td>
<td align="left">trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Phase I or prior (underneath floor of Phase I)</td>
<td align="left">ART20T0322</td>
</tr>
<tr>
<td align="left">AA5</td>
<td align="left">trench 11</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Phase I (collapse/destruction)</td>
<td align="left">ART20T1107</td>
</tr>
<tr>
<td align="left">AA6</td>
<td align="left">trench 11</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Phase I (collapse/destruction)</td>
<td align="left">ART20T1107</td>
</tr>
<tr>
<td align="left">AA7</td>
<td align="left">trench 2</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">collapse phase II or phase III</td>
<td align="left">ART20T0210</td>
</tr>
<tr>
<td align="left">AA8</td>
<td align="left">trench 1</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">collapse phase II or phase III</td>
<td align="left">ART20T0109</td>
</tr>
<tr>
<td align="left">AA9</td>
<td align="left">trench 4</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Mudbrick from phase II wall</td>
<td align="left">ART20T0403</td>
</tr>
<tr>
<td align="left">AA10</td>
<td align="left">trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Mudbrick from phase II wall</td>
<td align="left">ART20T0301</td>
</tr>
<tr>
<td align="left">AA11</td>
<td align="left">trench 11</td>
<td align="left">Urartian</td>
<td align="left">plain</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu Mudbrick from collapse of wall of Urartian structure</td>
<td align="left">ART21T1133</td>
</tr>
<tr>
<td align="left">AA12</td>
<td align="left">trench 11</td>
<td align="left">Urartian</td>
<td align="left">plain</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu Mudbrick from collapse of wall of Urartian structure</td>
<td align="left">ART21T1110</td>
</tr>
<tr>
<td align="left">AA13</td>
<td align="left">trench 11</td>
<td align="left">Urartian</td>
<td align="left">plain</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA14</td>
<td align="left">trench 11</td>
<td align="left">Urartian</td>
<td align="left">plain</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu Mudbrick from collapse of wall of Urartian structure</td>
<td align="left">ART21T1110</td>
</tr>
<tr>
<td align="left">AA15</td>
<td align="left">trench 4</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Intermediate clay layer between wall of Phase II and Phase III</td>
<td align="left">ART21T0406</td>
</tr>
<tr>
<td align="left">AA16</td>
<td align="left">Trench 9(2020)</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Intermediate clay layer between wall of Phase II and Phase III</td>
<td align="left">ART20T0903</td>
</tr>
<tr>
<td align="left">AA17</td>
<td align="left">trench 8</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Melted mudbrick, collapse, filling, assigned to Phase II or Phase III</td>
<td align="left">ART21T0815</td>
</tr>
<tr>
<td align="left">AA18</td>
<td align="left">trench 8</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Melted mudbrick, collapse, filling, assigned to Phase II or Phase III</td>
<td align="left">ART21T0815</td>
</tr>
<tr>
<td align="left">AA19</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA20</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA21</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA22</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA23</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA24</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA25</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA26</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">mud mortar</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA27</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA28</td>
<td align="left">SO1</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Soil-Mudbrick</td>
<td align="left">Collapse of Phase I wall (?)</td>
<td align="left"/>
</tr>
<tr>
<td align="left">AA29</td>
<td align="left">trench 8</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Installation/ Kiln lining</td>
<td align="left">Kiln wall; on top of Phases II and III; supposedly medieval</td>
<td align="left">ART21T0812</td>
</tr>
<tr>
<td align="left">AA30</td>
<td align="left">trench 8</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Upper lining kiln</td>
<td align="left">Kiln wall; on top of Phases II and III; supposedly medieval</td>
<td align="left">ART21T0812</td>
</tr>
<tr>
<td align="left">AA31</td>
<td align="left">trench 6</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Fired/burned brick</td>
<td align="left">Destruction layer close to the basin ART19T0609. Brick belonged to basin</td>
<td align="left">ART19T0603</td>
</tr>
<tr>
<td align="left">AA32</td>
<td align="left">trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Soft soil underneath the topsoil on both sides of a Phase Ib wall</td>
<td align="left">ART21T0303</td>
</tr>
<tr>
<td align="left">AA33</td>
<td align="left">trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">Hill XIII</td>
<td align="left">Mudbrick</td>
<td align="left">Soft soil underneath the topsoil on both sides of a Phase Ib wall</td>
<td align="left">ART21T0303</td>
</tr>
<tr>
<td align="left">AA34</td>
<td align="left">Urartian wall</td>
<td align="left">Urartian</td>
<td align="left">Hill II</td>
<td align="left">Mudbrick</td>
<td align="left">Urartu</td>
<td align="left"/>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>The 34 samples underwent geochemical and petrographic analysis. Based on the results and material preservation, we sub-selected 17 samples to perform granulometric analysis, calcimetry, loss on ignition and four for phytolith analysis.</p>
<sec id="sec006" sec-type="materials|methods">
<title>Methodology</title>
<p>Major, minor, and trace element concentrations of 34 bulk samples were analyzed with a Rigaku NEX-DE VS bench-top ED-XRF spectrometer housed in the University of Helsinki Laboratory of Archaeology. The instrument was operated in point analysis mode, using 1 mm beam diameter and a camera view to select inclusion-free points to acquire paste geochemical compositions. The results are normalized means of 3–5 analyzed points per sample, measured in helium atmosphere, using a tube voltage of 60 kV, 35 kV, 6.5 kV and acquisition times of 60, 60 and 100 s for high-Z, mid-Z and low-Z elements, respectively. The results were quantified by the instrument’s software and fundamental parameters; standard reference materials Burnt Refractory NIST 76a and Brick clay NIST 679 were analyzed with the samples to control data precision and accuracy. The ED-XRF dataset was processed with the IBM SPSS 28 software, the compositional groups are based on cluster analysis (CA) groupings using the Centroid Clustering method run with the elemental concentrations of MgO, Al<sub>2</sub>O<sub>3</sub>, SiO<sub>2</sub>, K<sub>2</sub>O, CaO, TiO<sub>2</sub>, MnO, Fe<sub>2</sub>O<sub>3</sub>, NiO, ZnO, Rb<sub>2</sub>O, SrO, Y<sub>2</sub>O<sub>3</sub>, and ZrO<sub>2</sub> detected in the entire sample set (P<sub>2</sub>O<sub>5</sub>, SO<sub>3</sub>, and Cl were excluded due to suspected contamination).</p>
<p>Loss on Ignition (LOI) was used to quantify organic matter content as the samples were pre-dried for 24 hrs, cooled, and weighed. Then samples were placed in the furnace at 500°C for at least 6 hrs, cooled and weighed again for organic loss.</p>
<p>CaCO<sub>3</sub> was calculated through an automated calcimeter, GEO-RS calcimeter, capable of measuring the percentage of carbonate from the pressure increase within a sealed circuit based on the carbon dioxide developed from the reaction of 0.500 g of sample with 5 ml of 10% (v/v) HCl. The calcimeter was calibrated using 0.500 g of 99.95% pure calcium carbonate (produced by Alfa Aesar) and 5 ml of 10% HCl. The calibration was repeated after every 5 analyses performed.</p>
<p>Petrographic and mineralogical analyses of the thin sections were conducted with a Leica DM2000 polarized light microscope with an attached digital camera, working with a magnification between ×5 and ×40. The samples were analyzed and grouped following the system of structure and component descriptions [for detailed methodology see <xref ref-type="bibr" rid="pone.0292361.ref052">52</xref>–<xref ref-type="bibr" rid="pone.0292361.ref056">56</xref>].</p>
<p>A few samples were selected for micromorphological analysis. They were oven dried at 50°C and impregnated with polyester resin without disturbing their original structure. When they were solidified, they were cut with a rock saw into slabs of 2 cm thickness and with gradual cutting and polishing, thin sections of 30 μm thickness (5×7cm) were created. The initial processing of the samples was conducted at the M.H. Wiener Laboratory of Archaeological Science, ASCSA, while the thin sections were produced at Quality Thin Sections (Tucson, Arizona). In total, four thin sections were produced. The thin sections were photographed in high resolution [see <xref ref-type="bibr" rid="pone.0292361.ref057">57</xref>]; they were studied under the stereoscope and the polarized microscope in magnifications ranging from ×1.25 to ×40 [<xref ref-type="bibr" rid="pone.0292361.ref055">55</xref>, <xref ref-type="bibr" rid="pone.0292361.ref058">58</xref>].</p>
<p>In addition, four petrographic thin sections were also used to study phytoliths and testing the viability of the methods for earthen architecture. Observations were conducted on a Zeiss Aksioscope under PPL and XPL [<xref ref-type="bibr" rid="pone.0292361.ref059">59</xref>]. When needed, additional observations were conducted under UV and Blue lights. Thin sections were scanned along two horizontal and vertical lines at magnifications ×100, ×160, ×200, ×500, and ×800. The purpose of the scanning at low magnifications (×100, ×160, ×200) is to detect the presence of phytoliths in voids. Scanning at higher magnifications (×500 and ×800) aims either at naming phytoliths observed in voids or detecting phytoliths in the fired clay. Indeed, due to a potential wedging effect [<xref ref-type="bibr" rid="pone.0292361.ref058">58</xref>], phytoliths can be masked by the fine fraction. Naming of phytoliths follows ICPN 2.0 (ICPT [<xref ref-type="bibr" rid="pone.0292361.ref060">60</xref>, <xref ref-type="bibr" rid="pone.0292361.ref061">61</xref>]). As recommended for the analysis of soil thin sections [<xref ref-type="bibr" rid="pone.0292361.ref062">62</xref>], attention is also paid to the presence/absence of opal residues of biological origin (diatoms, chrysophyceae cysts, sponge spicules, external amiboid skeletons).</p>
</sec>
</sec>
<sec id="sec007" sec-type="results">
<title>Results</title>
<sec id="sec008">
<title>ED-XRF results</title>
<p>The cluster analysis dendrogram (<xref ref-type="fig" rid="pone.0292361.g005">Fig 5</xref> and <xref ref-type="table" rid="pone.0292361.t003">Table 3</xref>) of the ED-XRF geochemical dataset indicates one main cluster (Cluster 1), including 26 of the 34 analyzed samples, and compositional outliers which fall outside the main group. Cluster 1 is a chronologically mixed group of calcareous mudbricks (CaO c. 12.5–20 wt%), characterized by relatively high silica values (ca. 49 wt% on average) and iron values at ca.10 wt% on average. Of the eight data outliers, samples AA1, AA7, AA12 and AA34 display elevated calcium, iron, nickel, copper, and zinc oxide values; the NiO concentration of AA1 at almost 3000 ppm implies nickel contamination. Furthermore, samples AA8, AA10, and AA22 all display exceptionally high sulphur concentrations (18–24 wt%), accompanied by cobalt oxide levels at c. 120–230 ppm, potentially linking these sample materials with volcanic activity. It is also noteworthy that sample AA21 clusters with the main group, yet also shows enriched SO<sub>3</sub> levels at c. 11 wt%. In addition, potential exposure to metals is suggested by the enriched nickel value of sample AA6 (NiO at c. 900 ppm), the relatively high copper content of AA17 copper (CuO c. 400 ppm), and the elevated zinc, copper and cobalt values of AA4. In addition, sample AA15 shows the highest Sr, Zr and Ba oxide concentrations measured in this sample set (Full ED-XRF results are provided in <xref ref-type="supplementary-material" rid="pone.0292361.s002">S2 File</xref>).</p>
<fig id="pone.0292361.g005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g005</object-id>
<label>Fig 5</label>
<caption>
<title>Cluster analysis dendrogram of the ED-XRF data showing one main group (Cluster 1) and outliers with centroid method based on 15 variables.</title>
<p>Archaeological context for each sample is shown on the left side. (Credit: Elisabeth Holmqvist).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g005" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0292361.t003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t003</object-id>
<label>Table 3</label> <caption><title>ED-XRF results of bulk mudbrick samples.</title></caption>
<alternatives>
<graphic id="pone.0292361.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t003" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">Phase</th>
<th align="center">Na<sub>2</sub>O</th>
<th align="center">MgO</th>
<th align="center">Al<sub>2</sub>O<sub>3</sub></th>
<th align="center">SiO<sub>2</sub></th>
<th align="center">P<sub>2</sub>O<sub>5</sub></th>
<th align="center">SO<sub>3</sub></th>
<th align="center">Cl</th>
<th align="center">K<sub>2</sub>O</th>
<th align="center">CaO</th>
<th align="center">TiO<sub>2</sub></th>
<th align="center">MnO</th>
<th align="center">Fe<sub>2</sub>O<sub>3</sub></th>
<th align="center">NiO</th>
<th align="center">CuO</th>
<th align="center">ZnO</th>
<th align="center">Rb<sub>2</sub>O</th>
<th align="center">SrO</th>
<th align="center">Y<sub>2</sub>O<sub>3</sub></th>
<th align="center">ZrO<sub>2</sub></th>
<th align="center">BaO</th>
<th align="center">Co<sub>2</sub>O<sub>3</sub></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold><italic>Cluster 1</italic></bold></td>
<td align="center"/>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">%</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
<td align="center">ppm</td>
</tr>
<tr>
<td align="left">AA2</td>
<td align="left">Urartian</td>
<td align="right">5,05</td>
<td align="right">3,21</td>
<td align="right">11,77</td>
<td align="right">48,85</td>
<td align="right">0,58</td>
<td align="right">1,88</td>
<td align="right">1,99</td>
<td align="right">2,60</td>
<td align="right">16,91</td>
<td align="right">0,69</td>
<td align="right">0,08</td>
<td align="right">7,76</td>
<td align="right">66</td>
<td align="right">36</td>
<td align="right">119</td>
<td align="right">92</td>
<td align="right">916</td>
<td align="right">45</td>
<td align="right">348</td>
<td align="right">842</td>
<td align="right">97</td>
</tr>
<tr>
<td align="left">AA3</td>
<td align="left">Urartian</td>
<td align="right">2,91</td>
<td align="right">2,88</td>
<td align="right">11,06</td>
<td align="right">48,86</td>
<td align="right">0,55</td>
<td align="right">0,90</td>
<td align="right">0,75</td>
<td align="right">2,66</td>
<td align="right">19,91</td>
<td align="right">1,02</td>
<td align="right">0,12</td>
<td align="right">9,08</td>
<td align="right">112</td>
<td align="right">91</td>
<td align="right">67</td>
<td align="right">89</td>
<td align="right">1117</td>
<td align="right">48</td>
<td align="right">453</td>
<td align="right">889</td>
<td align="right">102</td>
</tr>
<tr>
<td align="left">AA4</td>
<td align="left">Hellenistic</td>
<td align="right"/>
<td align="right">2,55</td>
<td align="right">10,34</td>
<td align="right">53,98</td>
<td align="right">1,81</td>
<td align="right">1,90</td>
<td align="right">0,80</td>
<td align="right">3,11</td>
<td align="right">12,47</td>
<td align="right">0,97</td>
<td align="right">0,29</td>
<td align="right">11,42</td>
<td align="right">152</td>
<td align="right">114</td>
<td align="right">224</td>
<td align="right">130</td>
<td align="right">1096</td>
<td align="right">76</td>
<td align="right">561</td>
<td align="right">828</td>
<td align="right">176</td>
</tr>
<tr>
<td align="left">AA5</td>
<td align="left">Hellenistic</td>
<td align="right">2,99</td>
<td align="right">2,34</td>
<td align="right">9,33</td>
<td align="right">44,41</td>
<td align="right">1,13</td>
<td align="right">3,73</td>
<td align="right">0,85</td>
<td align="right">3,16</td>
<td align="right">20,04</td>
<td align="right">1,12</td>
<td align="right">0,22</td>
<td align="right">11,30</td>
<td align="right">364</td>
<td align="right">76</td>
<td align="right">177</td>
<td align="right">98</td>
<td align="right">1310</td>
<td align="right">46</td>
<td align="right">463</td>
<td align="right">790</td>
<td align="right">18</td>
</tr>
<tr>
<td align="left">AA6</td>
<td align="left">Hellenistic</td>
<td align="right"/>
<td align="right">2,11</td>
<td align="right">10,06</td>
<td align="right">45,68</td>
<td align="right">0,63</td>
<td align="right">2,62</td>
<td align="right">0,81</td>
<td align="right">3,16</td>
<td align="right">19,86</td>
<td align="right">1,17</td>
<td align="right">0,17</td>
<td align="right">13,19</td>
<td align="right">874</td>
<td align="right">93</td>
<td align="right">168</td>
<td align="right">139</td>
<td align="right">1322</td>
<td align="right">59</td>
<td align="right">611</td>
<td align="right">998</td>
<td align="right">88</td>
</tr>
<tr>
<td align="left">AA11</td>
<td align="left">Urartian</td>
<td align="right"/>
<td align="right">2,94</td>
<td align="right">11,26</td>
<td align="right">50,49</td>
<td align="right">0,90</td>
<td align="right">0,43</td>
<td align="right">0,06</td>
<td align="right">3,23</td>
<td align="right">18,04</td>
<td align="right">0,84</td>
<td align="right">0,20</td>
<td align="right">11,28</td>
<td align="right">145</td>
<td align="right">87</td>
<td align="right">186</td>
<td align="right">135</td>
<td align="right">1156</td>
<td align="right">53</td>
<td align="right">534</td>
<td align="right">917</td>
<td align="right">19</td>
</tr>
<tr>
<td align="left">AA13</td>
<td align="left">Urartian</td>
<td align="right">1,47</td>
<td align="right">2,98</td>
<td align="right">11,16</td>
<td align="right">46,77</td>
<td align="right">0,48</td>
<td align="right">0,26</td>
<td align="right">0,04</td>
<td align="right">3,30</td>
<td align="right">19,69</td>
<td align="right">1,22</td>
<td align="right">0,27</td>
<td align="right">11,98</td>
<td align="right">224</td>
<td align="right">80</td>
<td align="right">160</td>
<td align="right">145</td>
<td align="right">1046</td>
<td align="right">65</td>
<td align="right">565</td>
<td align="right">857</td>
<td align="right">24</td>
</tr>
<tr>
<td align="left">AA14</td>
<td align="left">Urartian</td>
<td align="right">1,47</td>
<td align="right">3,19</td>
<td align="right">11,89</td>
<td align="right">50,49</td>
<td align="right">0,50</td>
<td align="right">0,33</td>
<td align="right">0,05</td>
<td align="right">2,93</td>
<td align="right">16,40</td>
<td align="right">1,01</td>
<td align="right">0,16</td>
<td align="right">11,17</td>
<td align="right">185</td>
<td align="right">99</td>
<td align="right">126</td>
<td align="right">129</td>
<td align="right">1008</td>
<td align="right">65</td>
<td align="right">566</td>
<td align="right">1144</td>
<td align="right">51</td>
</tr>
<tr>
<td align="left">AA15</td>
<td align="left">Hellenistic</td>
<td align="right"/>
<td align="right">2,96</td>
<td align="right">11,43</td>
<td align="right">47,08</td>
<td align="right">0,93</td>
<td align="right">1,04</td>
<td align="right">0,83</td>
<td align="right">4,18</td>
<td align="right">16,80</td>
<td align="right">0,80</td>
<td align="right">0,19</td>
<td align="right">13,18</td>
<td align="right">258</td>
<td align="right">73</td>
<td align="right">203</td>
<td align="right">164</td>
<td align="right">1554</td>
<td align="right">36</td>
<td align="right">710</td>
<td align="right">2601</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA16</td>
<td align="left">Hellenistic</td>
<td align="right">5,49</td>
<td align="right">2,94</td>
<td align="right">10,61</td>
<td align="right">45,06</td>
<td align="right">0,80</td>
<td align="right">0,57</td>
<td align="right">1,71</td>
<td align="right">3,02</td>
<td align="right">18,59</td>
<td align="right">0,82</td>
<td align="right">0,17</td>
<td align="right">9,84</td>
<td align="right">182</td>
<td align="right">51</td>
<td align="right">133</td>
<td align="right">126</td>
<td align="right">1475</td>
<td align="right">65</td>
<td align="right">594</td>
<td align="right">987</td>
<td align="right">54</td>
</tr>
<tr>
<td align="left">AA17</td>
<td align="left">Hellenistic</td>
<td align="right">3,45</td>
<td align="right">3,35</td>
<td align="right">11,25</td>
<td align="right">47,19</td>
<td align="right">0,63</td>
<td align="right">1,77</td>
<td align="right">0,75</td>
<td align="right">2,90</td>
<td align="right">17,30</td>
<td align="right">0,94</td>
<td align="right">0,13</td>
<td align="right">9,86</td>
<td align="right">170</td>
<td align="right">403</td>
<td align="right">127</td>
<td align="right">141</td>
<td align="right">1183</td>
<td align="right">52</td>
<td align="right">570</td>
<td align="right">814</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA18</td>
<td align="left">Hellenistic</td>
<td align="right">2,52</td>
<td align="right">3,23</td>
<td align="right">11,73</td>
<td align="right">48,31</td>
<td align="right">0,57</td>
<td align="right">2,24</td>
<td align="right">0,54</td>
<td align="right">2,91</td>
<td align="right">17,23</td>
<td align="right">0,77</td>
<td align="right">0,14</td>
<td align="right">9,53</td>
<td align="right">206</td>
<td align="right">47</td>
<td align="right">83</td>
<td align="right">93</td>
<td align="right">911</td>
<td align="right">55</td>
<td align="right">438</td>
<td align="right">788</td>
<td align="right">47</td>
</tr>
<tr>
<td align="left">AA19</td>
<td align="left">Urartian</td>
<td align="right">3,32</td>
<td align="right">3,46</td>
<td align="right">11,19</td>
<td align="right">48,07</td>
<td align="right">0,42</td>
<td align="right">1,67</td>
<td align="right">1,35</td>
<td align="right">2,91</td>
<td align="right">16,44</td>
<td align="right">0,82</td>
<td align="right">0,16</td>
<td align="right">10,90</td>
<td align="right">165</td>
<td align="right">61</td>
<td align="right">133</td>
<td align="right">170</td>
<td align="right">1355</td>
<td align="right">73</td>
<td align="right">519</td>
<td align="right">986</td>
<td align="right">10</td>
</tr>
<tr>
<td align="left">AA20</td>
<td align="left">Urartian</td>
<td align="right">3,05</td>
<td align="right">3,05</td>
<td align="right">10,94</td>
<td align="right">45,54</td>
<td align="right">0,41</td>
<td align="right">1,70</td>
<td align="right">0,89</td>
<td align="right">3,14</td>
<td align="right">18,54</td>
<td align="right">0,97</td>
<td align="right">0,25</td>
<td align="right">11,11</td>
<td align="right">192</td>
<td align="right">71</td>
<td align="right">117</td>
<td align="right">145</td>
<td align="right">1374</td>
<td align="right">87</td>
<td align="right">647</td>
<td align="right">1035</td>
<td align="right">66</td>
</tr>
<tr>
<td align="left">AA21</td>
<td align="left">Urartian</td>
<td align="right">1,70</td>
<td align="right">2,68</td>
<td align="right">9,41</td>
<td align="right">40,44</td>
<td align="right">0,37</td>
<td align="right">11,02</td>
<td align="right">0,61</td>
<td align="right">2,47</td>
<td align="right">20,61</td>
<td align="right">0,93</td>
<td align="right">0,18</td>
<td align="right">10,34</td>
<td align="right">243</td>
<td align="right">95</td>
<td align="right">162</td>
<td align="right">109</td>
<td align="right">1034</td>
<td align="right">58</td>
<td align="right">476</td>
<td align="right">721</td>
<td align="right">18</td>
</tr>
<tr>
<td align="left">AA23</td>
<td align="left">Urartian</td>
<td align="right">2,70</td>
<td align="right">3,45</td>
<td align="right">11,82</td>
<td align="right">51,55</td>
<td align="right">0,78</td>
<td align="right">1,05</td>
<td align="right">0,49</td>
<td align="right">2,72</td>
<td align="right">15,66</td>
<td align="right">0,87</td>
<td align="right">0,13</td>
<td align="right">8,51</td>
<td align="right">153</td>
<td align="right">61</td>
<td align="right">101</td>
<td align="right">92</td>
<td align="right">921</td>
<td align="right">50</td>
<td align="right">339</td>
<td align="right">679</td>
<td align="right">58</td>
</tr>
<tr>
<td align="left">AA24</td>
<td align="left">Urartian</td>
<td align="right">3,16</td>
<td align="right">3,79</td>
<td align="right">12,98</td>
<td align="right">51,97</td>
<td align="right">0,42</td>
<td align="right">1,48</td>
<td align="right">0,40</td>
<td align="right">2,41</td>
<td align="right">15,21</td>
<td align="right">0,70</td>
<td align="right">0,10</td>
<td align="right">7,12</td>
<td align="right">60</td>
<td align="right">29</td>
<td align="right">81</td>
<td align="right">75</td>
<td align="right">736</td>
<td align="right">36</td>
<td align="right">302</td>
<td align="right">571</td>
<td align="right">4</td>
</tr>
<tr>
<td align="left">AA25</td>
<td align="left">Urartian</td>
<td align="right">3,13</td>
<td align="right">3,94</td>
<td align="right">12,29</td>
<td align="right">48,83</td>
<td align="right">0,48</td>
<td align="right">1,21</td>
<td align="right">0,53</td>
<td align="right">2,85</td>
<td align="right">16,56</td>
<td align="right">0,97</td>
<td align="right">0,14</td>
<td align="right">9,77</td>
<td align="right">143</td>
<td align="right">67</td>
<td align="right">116</td>
<td align="right">136</td>
<td align="right">1002</td>
<td align="right">55</td>
<td align="right">504</td>
<td align="right">736</td>
<td align="right">12</td>
</tr>
<tr>
<td align="left">AA26</td>
<td align="left">Urartian</td>
<td align="right">2,62</td>
<td align="right">3,75</td>
<td align="right">13,93</td>
<td align="right">51,77</td>
<td align="right">0,80</td>
<td align="right">1,34</td>
<td align="right">0,33</td>
<td align="right">2,73</td>
<td align="right">14,01</td>
<td align="right">0,84</td>
<td align="right">0,11</td>
<td align="right">7,56</td>
<td align="right">93</td>
<td align="right">16</td>
<td align="right">89</td>
<td align="right">98</td>
<td align="right">716</td>
<td align="right">56</td>
<td align="right">311</td>
<td align="right">649</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA27</td>
<td align="left">Urartian</td>
<td align="right">2,27</td>
<td align="right">3,71</td>
<td align="right">12,28</td>
<td align="right">49,98</td>
<td align="right">0,51</td>
<td align="right">0,44</td>
<td align="right">0,27</td>
<td align="right">2,80</td>
<td align="right">17,27</td>
<td align="right">0,93</td>
<td align="right">0,18</td>
<td align="right">9,78</td>
<td align="right">128</td>
<td align="right">60</td>
<td align="right">114</td>
<td align="right">98</td>
<td align="right">861</td>
<td align="right">65</td>
<td align="right">351</td>
<td align="right">687</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA28</td>
<td align="left">Hellenistic</td>
<td align="right">3,52</td>
<td align="right">3,77</td>
<td align="right">11,87</td>
<td align="right">48,81</td>
<td align="right">0,85</td>
<td align="right">0,59</td>
<td align="right">0,55</td>
<td align="right">2,63</td>
<td align="right">17,49</td>
<td align="right">1,14</td>
<td align="right">0,17</td>
<td align="right">8,06</td>
<td align="right">169</td>
<td align="right">70</td>
<td align="right">126</td>
<td align="right">100</td>
<td align="right">1149</td>
<td align="right">50</td>
<td align="right">446</td>
<td align="right">1032</td>
<td align="right">22</td>
</tr>
<tr>
<td align="left">AA29</td>
<td align="left">Hellenistic</td>
<td align="right">2,85</td>
<td align="right">4,14</td>
<td align="right">13,20</td>
<td align="right">49,63</td>
<td align="right">0,98</td>
<td align="right">2,26</td>
<td align="right">0,55</td>
<td align="right">3,45</td>
<td align="right">13,62</td>
<td align="right">0,72</td>
<td align="right">0,39</td>
<td align="right">7,88</td>
<td align="right">177</td>
<td align="right">38</td>
<td align="right">102</td>
<td align="right">96</td>
<td align="right">895</td>
<td align="right">50</td>
<td align="right">501</td>
<td align="right">687</td>
<td align="right">20</td>
</tr>
<tr>
<td align="left">AA30</td>
<td align="left">Hellenistic</td>
<td align="right">2,20</td>
<td align="right">3,77</td>
<td align="right">12,83</td>
<td align="right">51,20</td>
<td align="right">0,88</td>
<td align="right">2,71</td>
<td align="right">0,47</td>
<td align="right">3,05</td>
<td align="right">14,48</td>
<td align="right">0,75</td>
<td align="right">0,14</td>
<td align="right">8,04</td>
<td align="right">358</td>
<td align="right">29</td>
<td align="right">79</td>
<td align="right">78</td>
<td align="right">868</td>
<td align="right">50</td>
<td align="right">357</td>
<td align="right">604</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA31</td>
<td align="left">Hellenistic</td>
<td align="right">3,56</td>
<td align="right">5,09</td>
<td align="right">12,48</td>
<td align="right">48,69</td>
<td align="right">0,33</td>
<td align="right">0,58</td>
<td align="right">0,42</td>
<td align="right">2,54</td>
<td align="right">13,09</td>
<td align="right">0,84</td>
<td align="right">0,18</td>
<td align="right">11,90</td>
<td align="right">329</td>
<td align="right">77</td>
<td align="right">123</td>
<td align="right">63</td>
<td align="right">556</td>
<td align="right">47</td>
<td align="right">311</td>
<td align="right">397</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA32</td>
<td align="left">Hellenistic</td>
<td align="right">3,06</td>
<td align="right">4,08</td>
<td align="right">13,29</td>
<td align="right">52,29</td>
<td align="right">0,41</td>
<td align="right">0,55</td>
<td align="right">0,23</td>
<td align="right">2,78</td>
<td align="right">14,33</td>
<td align="right">0,74</td>
<td align="right">0,15</td>
<td align="right">7,82</td>
<td align="right">123</td>
<td align="right">45</td>
<td align="right">78</td>
<td align="right">86</td>
<td align="right">770</td>
<td align="right">47</td>
<td align="right">335</td>
<td align="right">705</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA33</td>
<td align="left">Hellenistic</td>
<td align="right">3,47</td>
<td align="right">3,78</td>
<td align="right">12,26</td>
<td align="right">48,88</td>
<td align="right">0,87</td>
<td align="right">1,12</td>
<td align="right">0,80</td>
<td align="right">2,67</td>
<td align="right">18,27</td>
<td align="right">0,71</td>
<td align="right">0,08</td>
<td align="right">6,80</td>
<td align="right">190</td>
<td align="right">30</td>
<td align="right">95</td>
<td align="right">90</td>
<td align="right">832</td>
<td align="right">32</td>
<td align="right">329</td>
<td align="right">564</td>
<td align="right"/>
</tr>
<tr>
<td align="right"/>
<td align="right">μ (n = 26)</td>
<td align="right">3,00</td>
<td align="right">3,35</td>
<td align="right">11,64</td>
<td align="right">48,65</td>
<td align="right">0,69</td>
<td align="right">1,75</td>
<td align="right">0,66</td>
<td align="right">2,93</td>
<td align="right">16,88</td>
<td align="right">0,90</td>
<td align="right">0,17</td>
<td align="right">9,81</td>
<td align="right">210</td>
<td align="right">77</td>
<td align="right">127</td>
<td align="right">112</td>
<td align="right">1045</td>
<td align="right">55</td>
<td align="right">467</td>
<td align="right">866</td>
<td align="right">49</td>
</tr>
<tr>
<td align="right"/>
<td align="right">σ</td>
<td align="right">0,97</td>
<td align="right">0,64</td>
<td align="right">1,15</td>
<td align="right">2,91</td>
<td align="right">0,32</td>
<td align="right">2,08</td>
<td align="right">0,46</td>
<td align="right">0,37</td>
<td align="right">2,28</td>
<td align="right">0,15</td>
<td align="right">0,07</td>
<td align="right">1,85</td>
<td align="right">156</td>
<td align="right">71</td>
<td align="right">41</td>
<td align="right">29</td>
<td align="right">249</td>
<td align="right">13</td>
<td align="right">118</td>
<td align="right">394</td>
<td align="right">44</td>
</tr>
<tr>
<td align="left">AA1</td>
<td align="left">Urartian</td>
<td align="right"/>
<td align="right">1,75</td>
<td align="right">12,09</td>
<td align="right">40,01</td>
<td align="right">0,65</td>
<td align="right">2,59</td>
<td align="right">0,37</td>
<td align="right">3,32</td>
<td align="right">20,70</td>
<td align="right">1,53</td>
<td align="right">0,20</td>
<td align="right">16,25</td>
<td align="right">2908</td>
<td align="right">117</td>
<td align="right">367</td>
<td align="right">113</td>
<td align="right">883</td>
<td align="right">68</td>
<td align="right">398</td>
<td align="right"/>
<td align="right"/>
</tr>
<tr>
<td align="left">AA7</td>
<td align="left">Hellenistic</td>
<td align="right"/>
<td align="right">1,29</td>
<td align="right">7,43</td>
<td align="right">40,56</td>
<td align="right">1,10</td>
<td align="right">3,16</td>
<td align="right">1,38</td>
<td align="right">3,11</td>
<td align="right">24,47</td>
<td align="right">1,30</td>
<td align="right">0,26</td>
<td align="right">15,96</td>
<td align="right">203</td>
<td align="right">101</td>
<td align="right">285</td>
<td align="right">193</td>
<td align="right">1907</td>
<td align="right">96</td>
<td align="right">685</td>
<td align="right">1252</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA8</td>
<td align="left">Hellenistic</td>
<td align="right"/>
<td align="right">1,71</td>
<td align="right">6,66</td>
<td align="right">26,73</td>
<td align="right">0,10</td>
<td align="right">24,03</td>
<td align="right">0,41</td>
<td align="right">2,51</td>
<td align="right">25,00</td>
<td align="right">1,03</td>
<td align="right">0,21</td>
<td align="right">11,18</td>
<td align="right">188</td>
<td align="right">71</td>
<td align="right">144</td>
<td align="right">143</td>
<td align="right">1105</td>
<td align="right">68</td>
<td align="right">600</td>
<td align="right">823</td>
<td align="right">124</td>
</tr>
<tr>
<td align="left">AA9</td>
<td align="left">Hellenistic</td>
<td align="right">19,91</td>
<td align="right">2,22</td>
<td align="right">7,39</td>
<td align="right">28,69</td>
<td align="right">0,51</td>
<td align="right">1,13</td>
<td align="right">12,95</td>
<td align="right">2,63</td>
<td align="right">16,51</td>
<td align="right">0,56</td>
<td align="right">0,13</td>
<td align="right">7,04</td>
<td align="right">53</td>
<td align="right">38</td>
<td align="right">81</td>
<td align="right">93</td>
<td align="right">1048</td>
<td align="right">57</td>
<td align="right">439</td>
<td align="right">793</td>
<td align="right"/>
</tr>
<tr>
<td align="left">AA10</td>
<td align="left">Hellenistic</td>
<td align="right">5,00</td>
<td align="right">2,20</td>
<td align="right">7,91</td>
<td align="right">31,58</td>
<td align="right">0,57</td>
<td align="right">17,76</td>
<td align="right">1,29</td>
<td align="right">1,61</td>
<td align="right">23,32</td>
<td align="right">0,50</td>
<td align="right">0,08</td>
<td align="right">11,04</td>
<td align="right">78</td>
<td align="right"/>
<td align="right">136</td>
<td align="right">98</td>
<td align="right">605</td>
<td align="right">57</td>
<td align="right">502</td>
<td align="right">810</td>
<td align="right">226</td>
</tr>
<tr>
<td align="left">AA12</td>
<td align="left">Urartian</td>
<td align="right">1,43</td>
<td align="right">1,99</td>
<td align="right">9,79</td>
<td align="right">45,33</td>
<td align="right">0,80</td>
<td align="right">0,44</td>
<td align="right">0,08</td>
<td align="right">3,67</td>
<td align="right">19,60</td>
<td align="right">1,46</td>
<td align="right">0,23</td>
<td align="right">15,66</td>
<td align="right">299</td>
<td align="right">131</td>
<td align="right">239</td>
<td align="right">199</td>
<td align="right">1469</td>
<td align="right">73</td>
<td align="right">664</td>
<td align="right">1090</td>
<td align="right">27</td>
</tr>
<tr>
<td align="left">AA22</td>
<td align="left">Urartian</td>
<td align="right"/>
<td align="right">2,20</td>
<td align="right">7,30</td>
<td align="right">29,48</td>
<td align="right">0,19</td>
<td align="right">22,06</td>
<td align="right">0,18</td>
<td align="right">1,71</td>
<td align="right">27,12</td>
<td align="right">0,69</td>
<td align="right">0,09</td>
<td align="right">8,57</td>
<td align="right">49</td>
<td align="right">49</td>
<td align="right">93</td>
<td align="right">100</td>
<td align="right">1155</td>
<td align="right">54</td>
<td align="right">555</td>
<td align="right">615</td>
<td align="right">147</td>
</tr>
<tr>
<td align="left">AA34</td>
<td align="left">Urartian</td>
<td align="right">1,56</td>
<td align="right">1,55</td>
<td align="right">8,67</td>
<td align="right">44,08</td>
<td align="right">0,34</td>
<td align="right">0,43</td>
<td align="right">0,35</td>
<td align="right">3,35</td>
<td align="right">22,22</td>
<td align="right">1,77</td>
<td align="right">0,32</td>
<td align="right">15,68</td>
<td align="right">466</td>
<td align="right">207</td>
<td align="right">316</td>
<td align="right">219</td>
<td align="right">1523</td>
<td align="right">96</td>
<td align="right">851</td>
<td align="right">1195</td>
<td align="right">346</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t003fn001"><p>Mean values of 3–5 measurements per sample, results normalized to 100%. Cluster 1 membership and data outliers as indicated by the CA dendrogram.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec009">
<title>Petrographic and micromorphological results</title>
<p>The results of the petrographic analysis point towards one main fabric, matching the results from the geochemical analysis. This fabric is characterized by the presence of igneous rocks in a greenish-brown groundmass (Fabric 1, n = 30), with an outlier group formed by a lone individual (Fabric 2, n = 1).</p>
<p>Petrofabric 1 is very homogeneous in terms of geological composition, although the distribution parameters allow for a sub-classification of individuals (Sub-fabric 1.1 [c.f.v. 40:55:5]; Sub-fabric 1.2 [c.f.v. 20:75:5]; Sub-fabric 1.3 [c.f.v. 40:55:5, prominence of metamorphic rocks]) (Detailed petrographic data in the Table in <xref ref-type="supplementary-material" rid="pone.0292361.s003">S3 File</xref>). The grain size of the aplastic inclusions is generally bimodal, densely packed in the fine section and with a coarse fraction single to double spaced ranging from medium silt to granules (0.3–3 mm). The main characteristic of this petro-group is the presence of polycrystalline sub-angular to sub-rounded extrusive rocks (andesite and basalt) together with pumice fragments and greenish-yellow volcanic glass.</p>
<p>Aplastic inclusions also include other types of materials, but are less frequently present, in a poorly sorted grain distribution with angular to sub-rounded sphericity of the particle. It is the case of calcite, plagioclase feldspar, mono and polycrystalline quartz, metamorphic rocks (schist, phyllites), serpentine, biotite, iron-oxide nodules, pyroxenes (augite, hornblende), and rare limestone. Almost all samples of the group present a few mudstone grains of variable texture and random size, including a particular type of grey mud with chert and brown silt loam lumps. The presence of microfossils is constant and varied but not frequent. We have identified Planktonic and Benthic foraminifera, Echinoids, ostracods and gastropods. The presence of micro and mesovoids is common, but not excessively frequent, and they mainly follow the shape of vesicles or channels. The relationship between these channels and the use of vegetal degreasers is clear in the individuals AA1, 2, 3, 4, 8, 17, 20, 25, 27, 30, 31 and 34. Last, it has also been possible to identify other materials as added temper, such as charcoal in samples AA2, AA4, AA7, AA10, AA17, AA18, AA20, and AA34, sometimes reaching a large size and preserving its microstructure.</p>
<p>Concerning the internal differences within fabric 1, three subgroups can be distinguished mainly based on the frequency and grain size of the inclusions. Sub-fabric 1.1 (n = 15) includes those samples that follow the characteristics mentioned above (<xref ref-type="fig" rid="pone.0292361.g006">Fig 6A–6C</xref>), but mainly those individuals in which the coarse fraction is more noticeable, and the matrix is characterized by a high percentage of inclusions (samples AA3, 4, 5, 6, 7, 8, 9, 10, 14, 15, 16, 18, 21, 28, and 32). Sub-fabric 1.2 (n = 14) shows the same type of aplastic inclusions (<xref ref-type="fig" rid="pone.0292361.g006">Fig 6D–6F</xref>), of smaller size and in lower frequency (samples AA1, 2, 11, 12, 13, 17, 19, 20, 22, 24, 25, 26, 27, and 34). Sub-fabric 1.3 (n = 1, sample AA15) only differs in that it contains a higher presence of metamorphic rocks, mainly mica schists but also phyllite (<xref ref-type="fig" rid="pone.0292361.g006">Fig 6G</xref>).</p>
<fig id="pone.0292361.g006" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g006</object-id>
<label>Fig 6</label>
<caption>
<title>Representative photomicrographs of petrographic groups identified among the analysed mudbricks from Artaxata, crossed polars (XP).</title>
<p>Sub-fabric 1.1: a) Urartian Sample AA21; b) Urartian Sample AA27; c) Hellenistic Sample AA10, with igneous and brown clay pellet inclusions; d) Hellenistic Sample AA18, with charcoal inclusion (Plane polarized light, PPL, and crossed polars, XP). Sub-fabric 1.2: e) Urartian Sample AA11; f) Urartian Sample AA27, showing sediment lumps pointed with green arrows; g) Hellenistic Sample AA17. Sub-Fabric 1.3: h) Hellenistic Sample AA15, showing mica schist and igneous granules. Fabric 2: i) Hellenistic Sample AA31. Red arrows point to some of the rare microfossils recognized and Blue arrows to voids linked with vegetal temper (Credit: Benjamín Cutillas-Victoria).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g006" xlink:type="simple"/>
</fig>
<p>Fabric 2 is characterized by a poorly packed brownish groundmass where the inclusions are moderately sorted (n = 1 [c.f.v. 30:60:10]) (Detailed petrographic data in <xref ref-type="supplementary-material" rid="pone.0292361.s003">S3 File</xref>). The aplastic inclusions generally reach a grain size between medium sand and silt (0.5–0.01 mm) and they are mainly represented by volcanic (andesite, basalt, volcanic glass, pumice) and metamorphic rocks (<xref ref-type="fig" rid="pone.0292361.g006">Fig 6H</xref>). We have also recognized in this sample calcite, plagioclase feldspar, quartz, serpentine, biotite, pyroxenes, and iron-oxide nodules in lesser frequency. Voids are common, although linked to two features: planar voids and vughs clearly related to the inclusion of vegetal temper, and thin channels linked with matrix microfractures.</p>
<p>Three thin sections were produced from sample AA34 (a-c) dated to the Urartian period and one from sample AA8 dated to the Hellenistic period. These samples are the biggest and most diagnostic samples collected in order to identify deformation features.</p>
<p>The AA34 samples include calcareous yellowish-brown silt loams, moderately sorted with subrounded to rounded and polyconcave voids, reaching 1 cm in diameter; elongated channels are also recorded, locally curved, reflecting plant imprints of maximum 1 cm size, in irregular distribution and orientation or spiral deformation (Figs <xref ref-type="fig" rid="pone.0292361.g007">7</xref>, <xref ref-type="fig" rid="pone.0292361.g008">8A and 8B</xref>) (Detailed micromorphological description in <xref ref-type="supplementary-material" rid="pone.0292361.s004">S4 File</xref>). The voids are locally banded, parallel oriented and distributed, indicating shear zones (<xref ref-type="fig" rid="pone.0292361.g007">Fig 7A</xref>). Porosity is high, reaching 20%. The b/f fabric is speckled to crystallitic or undifferentiated (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8D</xref>). Sand grains are sub-rounded to sub-angular and include quartz, plagioclase feldspar, chert and igneous rocks. Pumice grains are also included (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8C</xref>).</p>
<fig id="pone.0292361.g007" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g007</object-id>
<label>Fig 7</label>
<caption>
<title>Flat scanned thin sections of thin sections AA34a and ΑΑ8 in XPL.</title>
<p>In (a) sample AA34a, shear zones are indicated in red dotted lines in the form of elongated plant imprints and aligned vesicles. In (b) sample AA34b calcareous aggregates are indicated with a circle. Irregular shaped vugh is shown with the arrow. c) Flat scanned thin section of sample AA8 in XPL with immiscible aggregates of sediments in the circle (Credit: Mysini Gkouma).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g007" xlink:type="simple"/>
</fig>
<fig id="pone.0292361.g008" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g008</object-id>
<label>Fig 8</label>
<caption>
<title/>
<p>Microphotograph of AA34 (a-e) and AA8(f). a) Biopore with the spiral deformation of the plant imprint are indicated in yellow line (PPL). b) Aggregates of calcareous dusty sediments (i.e., lime nodules) with microcharcoal inclusions (PPL). c) Pumice grain in a moderately sorted matrix (XPL). d) Rounded vesicles aligned in a curvilinear axis and calcitic sediments indicative of the presence of ashes shown in the dotted circle (OIL). e) Lump of laminated sediment indicated in the yellow circle (XPL). f) Crudely aligned and rotated voids indicated in yellow dotted lines (XPL) (Credit: Mysini Gkouma).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g008" xlink:type="simple"/>
</fig>
<p>Subrounded dark yellowish-brown calcareous aggregates are randomly distributed (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8B</xref>). In sample AA34c these aggregates are very pronounced (Figs <xref ref-type="fig" rid="pone.0292361.g007">7B</xref> and <xref ref-type="fig" rid="pone.0292361.g008">8</xref>). Dispersed microcharcoal and charcoal fragments, along with calcitic sediments suggest the presence of ashes (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8D</xref>).</p>
<p>Moreover, aggregates with laminated microstructure indicate the addition of alluvial sediments (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8F</xref>).</p>
<p>While these results matched the initial petrographic analysis, micromorphological analysis also indicates that both the calcareous aggregates and the matrix are related to the addition of lime in the sediments. Lime is identified microscopically by the presence of a dense calcitic cementing fabric with occasionally shrinkage cracks, a few vesicles, and irregular voids with smooth walls (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8B</xref>). Deformation features in these samples include the aligned and parallel oriented vughs and voids as described above, which are produced by the compaction of wet sediments when air is trapped in the voids [<xref ref-type="bibr" rid="pone.0292361.ref063">63</xref>]. The curved orientation of fine plant imprints further shows the direction of the shear stress while also providing clear evidence of vegetal tempering. The same pedofeature has been recognized in the Urartian Sample AA20 in thin section. Another indication of the same process is the rounded spiral deformation of plant remains, which is indicated by their imprints. In sample AA34b, deformation features are ill‐developed and limited to linear, wavy, and polyconcave voids. However, the most conspicuous feature is the presence of lime lumps in the form of poorly crystalline calcareous aggregated areas, with dark gray appearance and low birefringence, indicating only partial reaction and carbonation [<xref ref-type="bibr" rid="pone.0292361.ref064">64</xref>, <xref ref-type="bibr" rid="pone.0292361.ref065">65</xref>].</p>
<p>The Hellenistic sample AA8 is largely identical to AA34. It therefore includes yellowish brown calcareous silt loams (Table in <xref ref-type="supplementary-material" rid="pone.0292361.s004">S4 File</xref>), moderately sorted with subrounded to rounded voids and elongated channels randomly distributed, locally curved, indicating plant imprints in irregular distribution and orientation (Figs <xref ref-type="fig" rid="pone.0292361.g007">7C</xref> and <xref ref-type="fig" rid="pone.0292361.g008">8F</xref>). The b/f fabric is speckled to crystallitic or undifferentiated. Crystallitic b/f fabric is tentatively attributed to the presence of ashes and spherulites are visible, indicating that dung was likely added to the matrix as a possible degreaser or has accidentally been included in the raw materials.</p>
<p>Porosity is still high (20–30%). One important novelty is the fine-grained and calcareous-lime aggregates identified in AA34, which are also recorded here although in lower proportion.</p>
</sec>
<sec id="sec010">
<title>The results of granulometric and calcimetric analyses</title>
<p>The results of the granulometric analysis suggest a slight differentiation in recipes between the Urartian and Hellenistic mudbricks (<xref ref-type="fig" rid="pone.0292361.g009">Fig 9</xref>). Urartian mudbricks seem to have a more consistent silt fraction–on average more than 50%–while Hellenistic mudbricks are characterized by a fabric with a silt fraction equal to or smaller than 40%. The organic percentage calculated through LOI is quite consistent between samples ranging between 2.5% and 5%. On the other hand, the percentage of CaCO<sub>3</sub> equivalent shows variation between individuals of the Urartian and the Hellenistic period. Calcium Carbonate is higher on average in the mudbricks of the Urartian period, although its presence is also attested in Hellenistic mudbricks. This variation may be linked to the use of lime as a secondary human-induced temper alongside chaff in Artaxata mudbrick production (<xref ref-type="table" rid="pone.0292361.t004">Table 4</xref>).</p>
<fig id="pone.0292361.g009" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g009</object-id>
<label>Fig 9</label>
<caption>
<title>Triangular scattergram representing granulometric analysis (credit: Marta Lorenzon).</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g009" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0292361.t004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t004</object-id>
<label>Table 4</label> <caption><title>Results of granulometry, LOI and calcimetry.</title></caption>
<alternatives>
<graphic id="pone.0292361.t004g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t004" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Sample</th>
<th align="left">Area</th>
<th align="left">Period</th>
<th align="left">Gravel</th>
<th align="left">Sand</th>
<th align="left">Silt</th>
<th align="left">Clay</th>
<th align="left">CaCO<sub>3</sub></th>
<th align="left">Organic</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>AA01</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">0.18</td>
<td align="left">11.17</td>
<td align="left">64.54</td>
<td align="left">24.11</td>
<td align="left">5</td>
<td align="left">5.03</td>
</tr>
<tr>
<td align="left"><bold>AA02</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">1.00</td>
<td align="left">25.37</td>
<td align="left">57.32</td>
<td align="left">16.31</td>
<td align="left">11</td>
<td align="left">4.76</td>
</tr>
<tr>
<td align="left"><bold>AA03</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">0.70</td>
<td align="left">47.74</td>
<td align="left">40.01</td>
<td align="left">11.55</td>
<td align="left">8</td>
<td align="left">3.61</td>
</tr>
<tr>
<td align="left"><bold>AA14</bold></td>
<td align="left">Trench 11</td>
<td align="left">Urartian</td>
<td align="left">1.14</td>
<td align="left">23.27</td>
<td align="left">60.01</td>
<td align="left">15.58</td>
<td align="left">10</td>
<td align="left">3.48</td>
</tr>
<tr>
<td align="left"><bold>AA22</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">0.48</td>
<td align="left">24.92</td>
<td align="left">72.11</td>
<td align="left">2.49</td>
<td align="left">14</td>
<td align="left">3.63</td>
</tr>
<tr>
<td align="left"><bold>AA24</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">0.00</td>
<td align="left">17.40</td>
<td align="left">67.56</td>
<td align="left">15.04</td>
<td align="left">14</td>
<td align="left">4.99</td>
</tr>
<tr>
<td align="left"><bold>AA26</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">2.66</td>
<td align="left">22.76</td>
<td align="left">60.98</td>
<td align="left">13.60</td>
<td align="left">10</td>
<td align="left">4.64</td>
</tr>
<tr>
<td align="left"><bold>AA27</bold></td>
<td align="left">Hill II</td>
<td align="left">Urartian</td>
<td align="left">0.52</td>
<td align="left">23.02</td>
<td align="left">64.23</td>
<td align="left">12.23</td>
<td align="left">10</td>
<td align="left">4.11</td>
</tr>
<tr>
<td align="left"><bold>AA04</bold></td>
<td align="left">Trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">0.98</td>
<td align="left">34.45</td>
<td align="left">54.00</td>
<td align="left">10.57</td>
<td align="left">8</td>
<td align="left">2.99</td>
</tr>
<tr>
<td align="left"><bold>AA05</bold></td>
<td align="left">Trench 11</td>
<td align="left">Hellenistic</td>
<td align="left">3.50</td>
<td align="left">49.76</td>
<td align="left">41.86</td>
<td align="left">4.88</td>
<td align="left">8</td>
<td align="left">2.50</td>
</tr>
<tr>
<td align="left"><bold>AA07</bold></td>
<td align="left">Trench 2</td>
<td align="left">Hellenistic</td>
<td align="left">0.90</td>
<td align="left">38.48</td>
<td align="left">46.48</td>
<td align="left">14.14</td>
<td align="left">8</td>
<td align="left">4.40</td>
</tr>
<tr>
<td align="left"><bold>AA08</bold></td>
<td align="left">Trench 1</td>
<td align="left">Hellenistic</td>
<td align="left">0.50</td>
<td align="left">40.78</td>
<td align="left">43.58</td>
<td align="left">15.14</td>
<td align="left">12</td>
<td align="left">3.68</td>
</tr>
<tr>
<td align="left"><bold>AA09</bold></td>
<td align="left">Trench 4</td>
<td align="left">Hellenistic</td>
<td align="left">2.58</td>
<td align="left">44.40</td>
<td align="left">41.76</td>
<td align="left">11.26</td>
<td align="left">8</td>
<td align="left">3.89</td>
</tr>
<tr>
<td align="left"><bold>AA10</bold></td>
<td align="left">Trench 3</td>
<td align="left">Hellenistic</td>
<td align="left">7.64</td>
<td align="left">39.01</td>
<td align="left">42.00</td>
<td align="left">11.35</td>
<td align="left">7</td>
<td align="left">2.96</td>
</tr>
<tr>
<td align="left"><bold>AA15</bold></td>
<td align="left">Trench 4</td>
<td align="left">Hellenistic</td>
<td align="left">5.00</td>
<td align="left">30.75</td>
<td align="left">46.29</td>
<td align="left">17.96</td>
<td align="left">10</td>
<td align="left">4.75</td>
</tr>
<tr>
<td align="left"><bold>AA28</bold></td>
<td align="left">SO1</td>
<td align="left">Hellenistic</td>
<td align="left">1.38</td>
<td align="left">38.82</td>
<td align="left">47.61</td>
<td align="left">12.19</td>
<td align="left">10</td>
<td align="left">3.50</td>
</tr>
<tr>
<td align="left"><bold>AA31</bold></td>
<td align="left">Trench 6</td>
<td align="left">Hellenistic</td>
<td align="left">1.04</td>
<td align="left">84.60</td>
<td align="left">11.36</td>
<td align="left">3.00</td>
<td align="left">5</td>
<td align="left">3.31</td>
</tr>
</tbody>
</table>
</alternatives>
</table-wrap>
<p>The PCA combining granulometry, Organic %, CaCO<sub>3</sub>% and selected geochemical data (Al<sub>2</sub>O<sub>3</sub>, SiO<sub>2</sub>, P<sub>2</sub>O<sub>5</sub>, SO<sub>3</sub>, Cl, K<sub>2</sub>O, CaO, TiO<sub>2</sub>, MnO and Fe<sub>2</sub>O<sub>3</sub> wt%) provide us with two different clusterings, highlighted by the confidence ellipses created by coding a multivariate t-distribution. The two ellipses underline a general communality of the raw sources but slightly different recipes between the Urartian and Hellenistic periods (<xref ref-type="fig" rid="pone.0292361.g010">Fig 10</xref>). The main difference, as also confirmed by the micromorphological and petrographic analysis, is the ratio variation between the fine and coarse fractions (<xref ref-type="fig" rid="pone.0292361.g011">Fig 11</xref>).</p>
<fig id="pone.0292361.g010" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g010</object-id>
<label>Fig 10</label>
<caption>
<title>PCA mapping of the Artaxata samples based on the variables visible in the arrows.</title>
<p>The large blue triangle and red circle represents the average value of each cluster (Credit: Marta Lorenzon).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g010" xlink:type="simple"/>
</fig>
<fig id="pone.0292361.g011" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g011</object-id>
<label>Fig 11</label>
<caption>
<title>Fine and Coarse fractions in the Artaxata samples (credit: Marta Lorenzon).</title>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g011" xlink:type="simple"/>
</fig>
</sec>
<sec id="sec011">
<title>The results of Phytolith analysis</title>
<p>The petrographic thin sections AA7, AA17, AA27, and AA34 were selected for exploratory analysis of the phytolith content. They represent a combination of Urartian and Hellenistic mudbricks from the two main occupation periods. <xref ref-type="table" rid="pone.0292361.t005">Table 5</xref> documents the absolute number of phytoliths captured by each of the observed distribution patterns in the fabric (Illustrations of the observed distribution patterns are provided in the tables in <xref ref-type="supplementary-material" rid="pone.0292361.s005">S5 File</xref>).</p>
<table-wrap id="pone.0292361.t005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t005</object-id>
<label>Table 5</label> <caption><title>Quantitative inventory of the phytoliths composing each of the distribution patterns observed in the clay fabric.</title></caption>
<alternatives>
<graphic id="pone.0292361.t005g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t005" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">ISO</th>
<th align="left">CLU</th>
<th align="left">ART</th>
<th align="left">tot</th>
<th align="left">Div</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>AA 7</bold></td>
<td align="left">31</td>
<td align="left">15</td>
<td align="left">3</td>
<td align="left">49</td>
<td align="left">9</td>
</tr>
<tr>
<td align="left"><bold>AA 17</bold></td>
<td align="left">9</td>
<td align="left">10</td>
<td align="left"/>
<td align="left">19</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left"><bold>AA 27</bold></td>
<td align="left">10</td>
<td align="left">4</td>
<td align="left"/>
<td align="left">14</td>
<td align="left">6</td>
</tr>
<tr>
<td align="left"><bold>AA34</bold></td>
<td align="left">13</td>
<td align="left"/>
<td align="left"/>
<td align="left">13</td>
<td align="left">4</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t005fn001"><p>ISO: Isolated; CLU: Clustered; ART: Articulated; tot: total number of phytoliths; Div: morphological diversity.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>By associating three distribution patterns (isolated, clustered and articulated) together with a more marked morphological diversity and the largest number of phytoliths, the fabric of AA7 differs from all the others. Basically, the AA7 fabric attests the richest and most diverse phytolith content. A silica skeleton was also recorded within it (<xref ref-type="fig" rid="pone.0292361.g012">Fig 12A and 12B</xref>).</p>
<fig id="pone.0292361.g012" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g012</object-id>
<label>Fig 12</label>
<caption>
<title/>
<p>a) Silica skeleton of a phytoliths observed in the clay fabric of AA7. Stomata are the major type of phytolith composing this system. ×500; PPL. b) Silica skeleton in the clay fabric of AA7 under Blue light. The black dots correspond to the stomata. ×500; Blue. c) Fragmented diatom observed for AA 7. X500; PPL; d) Diatom frustule observed for AA17; ×500; PPL (Credit: Luc Vrydaghs).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g012" xlink:type="simple"/>
</fig>
<p>The other fabrics provide additional specific features. AA17 is characterized by an association of isolated and clustered phytoliths where each pattern captures an almost equivalent number of phytoliths (of 9 [Isolated] and 10 [Clustered] respectively). Only isolated phytoliths were observed in the AA34 fabric (<xref ref-type="table" rid="pone.0292361.t006">Table 6</xref>).</p>
<table-wrap id="pone.0292361.t006" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.t006</object-id>
<label>Table 6</label> <caption><title>Phytolith assemblages according to the distribution patterns.</title></caption>
<alternatives>
<graphic id="pone.0292361.t006g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.t006" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left" colspan="2" rowspan="2"/>
<th align="left"/>
<th align="left" colspan="3">GSSCP</th>
<th align="left" colspan="4">Elongate</th>
<th align="left" colspan="4">Others</th>
<th align="left" rowspan="2">Div</th>
</tr>
<tr>
<th align="left">BIL</th>
<th align="left">RON</th>
<th align="left">SAD</th>
<th align="left">TRZ</th>
<th align="left">ELO_ENT</th>
<th align="left">ELO_ENT_1</th>
<th align="left">ELO_ENT_2</th>
<th align="left">ELO_DET</th>
<th align="left">BLO</th>
<th align="left">BUL</th>
<th align="left">TRA</th>
<th align="left">UNK</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="4"><bold>ISO</bold></td>
<td align="left"><bold>AA 7</bold></td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left">X</td>
<td align="left">10</td>
</tr>
<tr>
<td align="left"><bold>AA 17</bold></td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left">3</td>
</tr>
<tr>
<td align="left"><bold>AA 27</bold></td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">4</td>
</tr>
<tr>
<td align="left"><bold>AA 34</bold></td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">4</td>
</tr>
<tr>
<td align="left" rowspan="4"><bold>CLU</bold></td>
<td align="left"><bold>AA 7</bold></td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">3</td>
</tr>
<tr>
<td align="left"><bold>AA 17</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">2</td>
</tr>
<tr>
<td align="left"><bold>AA 27</bold></td>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">X</td>
<td align="left">X</td>
<td align="left">4</td>
</tr>
<tr>
<td align="left"><bold>AA 34</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t006fn001"><p>ISO: Isolated; CLU: Clustered; GSSCP: Grass Silica Short Cells. BIL: <sc>Bilobate</sc>; RON: <sc>Rondel</sc>; TRZ: <sc>Trapezoid</sc>. <sc>Elongate</sc>: ELO_ENT: <sc>Elongate entire</sc>; ELO_ENT_1: <sc>Elongate entire 1</sc>; ELO_ENT_2: <sc>Elongate entire 2</sc>; ELO_DET: <sc>Elongate dentate</sc>. Other: BLO: <sc>Blocky</sc>; BUL: <sc>Bulliform</sc>; TRA: <sc>Tracheary</sc>; UNK: <sc>Unknown.</sc> No Clusters were observed for AA34.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Analyzing the petrofabrics, we noted the presence of numerous phytoliths and diatoms. While phytoliths were present in all the analyzed thin sections, diatoms were not observed for AA34 but were for AA7, AA17, and AA27 (<xref ref-type="fig" rid="pone.0292361.g012">Fig 12C and 12D</xref>).</p>
<p>Even considering the limited number of thin sections analyzed, the AA7 petrofabric appears to be the one richest in phytoliths, the total number of observed phytoliths being at least 2.5 times greater than any others.</p>
<p>Concerning other differences between the samples, phytoliths in voids were distinctly observed only for AA17 (<xref ref-type="fig" rid="pone.0292361.g013">Fig 13</xref>). Their distribution pattern (clustered or articulated) and inventory differ according to the considered void. <sc>Elongate dentate</sc> are distributed as they are when in anatomical position (<xref ref-type="fig" rid="pone.0292361.g013">Fig 13A, 13C and 13D</xref>). In other voids, phytoliths are observed in clusters (<xref ref-type="fig" rid="pone.0292361.g013">Fig 13E and 13F</xref>). Some can be named as <sc>Blocky (</sc><xref ref-type="fig" rid="pone.0292361.g013">Fig 13F</xref>). <sc>Elongate dentate</sc> (<xref ref-type="fig" rid="pone.0292361.g013">Fig 13A, 13C and 13D</xref>) derive from the inflorescence bract of cereals [<xref ref-type="bibr" rid="pone.0292361.ref061">61</xref>].</p>
<fig id="pone.0292361.g013" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0292361.g013</object-id>
<label>Fig 13</label>
<caption>
<title>Phytoliths in sample AA17, ×500, PPL.</title>
<p>a) <sc>Elongate dentate/dendritic</sc> observed in almost side view along the limit of the void; b) Clusters of different types of phytoliths (among which <sc>Blocky</sc>) observed in the light of a void; c) <sc>Elongate dentate/dendritic</sc> observed in almost side view along the limit of the void; d) <sc>Elongate dentate/dendritic</sc> observed in almost side view along the limit of the void; e) Clusters of unidentified phytoliths observed in the light of a void; f) Second cluster of phytoliths observed in the light of a void. On the extreme left, a phytolith named as <sc>Blocky</sc> (Credit: Luc Vrydaghs).</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.g013" xlink:type="simple"/>
</fig>
</sec>
</sec>
<sec id="sec012" sec-type="conclusions">
<title>Discussion</title>
<p>The combination of results provides us with a new perspective on human-environment interaction in Artaxata during the 1st millennium BC, specifically during the Hellenistic period. The chemical and petrographic data point to a local source for procurement of raw materials for earthen building materials. Soil resources can easily be identified within walking distance from the site, including the geological deposits located within a radius of a few km from the site (<xref ref-type="fig" rid="pone.0292361.g003">Fig 3</xref>). For instance, the alluvial deposit that constitutes the backbone of Artaxata geology is the main source of soil procurement strongly influenced by the volcanic materials north of the settlement and from nearby Mount Ararat, which are characteristic of the matrix inclusions and aggregates in all of the mudbricks manufactured at Artaxata. The presence of polycrystalline extrusive rocks such as andesite and basalt in petrofabric 1 together with pumice fragments and greenish-yellow volcanic glass perfectly matches up with the geological characteristics of Artaxata’s environment, very conditioned by the igneous materials from Mount Ararat [<xref ref-type="bibr" rid="pone.0292361.ref066">66</xref>, <xref ref-type="bibr" rid="pone.0292361.ref067">67</xref>].</p>
<p>On the other hand, the ratio of clay, silt and sand, carbonates and the phytolith inventory provide indications of multiple manufacturing phases and likely material re-use.</p>
<p>The PCA mapping of the granulometric analysis, organic percentage, chemical compounds and CaCO<sub>3</sub> equivalent highlights the presence of two distinct clusters (<xref ref-type="fig" rid="pone.0292361.g010">Fig 10</xref>). When we incorporate the analysis of the grain size and the matrix typology in thin sections, we noted a change of the mudbrick recipes between the Urartian and Hellenistic periods. Although some Hellenistic samples have been classified in the coarser matrix Sub-Fabric 1.1., a thinning of the recipe, which means a smaller fine fraction, characterized a significant part of the Hellenistic mudbricks and could be clearly associated with cyclical re-use of earthen building materials found at the site by the Hellenistic communities that worked on mudbrick manufacturing. The collection of new raw materials is often a time-consuming and economic burden for manufacturers [<xref ref-type="bibr" rid="pone.0292361.ref068">68</xref>]; thus, the presence of abandoned structures at the site could provide the necessary material while removing a consistent chunk of the traditional <italic>chaîne opératoire</italic> [<xref ref-type="bibr" rid="pone.0292361.ref014">14</xref>]. To test this hypothesis, we created multiple micromorphological sections to analyze the morphological differences between mudbricks of different periods.</p>
<p>The micromorphological studies support our initial hypothesis, identifying the aggregates in the Urartian sample AA34 as immiscible, suggesting the incomplete mixture of diverse materials (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8B</xref>). In a few cases, sediments are characterized by a laminated microstructure, indicating their alluvial origin (<xref ref-type="fig" rid="pone.0292361.g008">Fig 8E</xref>) and matching the geological deposits around Artaxata. More often the Urartian sample AA34 includes fine-grained and calcareous-lime aggregates, as described above.</p>
<p>This observation is tentatively interpreted as correlating well with the results of granulometry and LOI. More specifically, the lower percentages of silts and CaCO<sub>3</sub> in AA8 possibly reflect the lower number of fine-grained lime inclusions in comparison to AA34. The deformation features are here limited and ill developed with abundant polyconcave vughs. The matrix is crystallitic due to the presence of ashes and spherulites are visible, indicating that dung was likely added to the matrix as a possible degreaser or has accidentally been included in the raw materials. The presence of pedomorphic voids and the constant organic percentage indicates that organic matter was re-added during the Hellenistic manufacture and mixed with water and the broken-down mudbricks, a key source of appropriate mudbrick sediments.</p>
<p>In line with this argument, the presence of immiscible aggregates of sediments in Hellenistic sample AA8, may be associated with fragments of re-used broken-down mudbricks (<xref ref-type="fig" rid="pone.0292361.g007">Fig 7C</xref>), which presented characteristics clearly in line with the petrography of Urartian mudbricks (i.e., Vegetal temper and mineral inclusions), and stands out in the Hellenistic mudbrick matrix as not completely integrated into the new structure.</p>
<p>The data presented and the difference in morphological and grain size percentage between Urartian and Hellenistic samples seems to point to a specific process of re-use of building materials by Hellenistic communities. Urartian mudbricks standing in situ had progressively deteriorated due to abandonment, wind erosion, water erosion, temperature related deterioration, and chemical related deterioration [<xref ref-type="bibr" rid="pone.0292361.ref069">69</xref>, <xref ref-type="bibr" rid="pone.0292361.ref070">70</xref>], leading to a loss of the fine fraction in the bricks. While wind erosion tends to affect the coarse fraction within a mudbrick more, the other three types of deterioration affect the fine fraction equally. For instance, AA9 shows anomalously high sodium and chloride oxide levels at c. 20 wt% and c. 13 wt%, respectively, indicating possible salty water exposure or sodium chlorite mineral content. At Artaxata, the high values of soluble substances such as Na<sup>+</sup>, S, Cl<sup>-</sup> and Ca in the soil combined with the high porosity of the mudbricks and the extensive presence of water that permeated the bricks over time, such as in the case of precipitation, generated both water and chemical related erosion, thus deeply affecting the structural integrity and the fine fraction of the bricks [<xref ref-type="bibr" rid="pone.0292361.ref018">18</xref>].</p>
<p>A similar phenomenon is observed in many earthen structures when left exposed without continuous maintenance [<xref ref-type="bibr" rid="pone.0292361.ref018">18</xref>, <xref ref-type="bibr" rid="pone.0292361.ref070">70</xref>, <xref ref-type="bibr" rid="pone.0292361.ref071">71</xref>]. Mudbrick left exposed undergoes rapid deterioration that especially affects the fine fraction due to the loss of material [<xref ref-type="bibr" rid="pone.0292361.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0292361.ref031">31</xref>], but also the cementing of smaller grains by salt crystallization such as calcium carbonate [<xref ref-type="bibr" rid="pone.0292361.ref071">71</xref>].</p>
<p>Once these were broken down and re-molded during the Hellenistic period, there was little to no addition of new sediments, mainly supplementing the recipe with new vegetal temper and other aggregates. This explains the same approximate percentage of organic temper and CaCO<sub>3</sub> between Hellenistic and Urartian mudbricks, but phytoliths clearly visible within voids were recorded only for AA17. This implies that plant material was used as temper. Their inventory tends to support the use of diverse plant material alongside by-products of cereal processing. The taxonomical occurrences of <sc>Blockies</sc> are diverse and very common in the leaves of Cyperaceae and Poaceae as well as in dicots and conifers [<xref ref-type="bibr" rid="pone.0292361.ref061">61</xref>]. Hence, one cannot exclude the use of diverse types of plant material as temper, among which is the by-product of cereal processing.</p>
<p>Urartian mudbricks tend to show a consistently denser structure with a few thin elongated features where fibrous vegetal temper was present, as well as rotatory features as a result of the extensive kneading, On the other hand, Hellenistic mudbricks are characterized by a less dense structure with crudely aligned and rotated voids as evidence of limited tactile manipulation [<xref ref-type="bibr" rid="pone.0292361.ref014">14</xref>], in which the incorporation of previous EBM may be detectable.</p>
<p>Later processes could determine the phytolith content (distribution patterns, phytolith amounts and morphotypes) of the Hellenistic mudbricks. The phytolith inventory reveals that almost all phytoliths distributed along the Isolated and Clustered patterns are clustered within the Hellenistic petrofabric (<xref ref-type="table" rid="pone.0292361.t005">Table 5</xref>). Clusters consist of a group of disarticulated phytoliths where not all phytoliths are necessarily of the same type or share the same orientation (Figs <xref ref-type="fig" rid="pone.0292361.g012">12</xref> and <xref ref-type="fig" rid="pone.0292361.g013">13</xref>). These are understood as typical markers of post-depositional perturbations resulting from the physical reworking of the original material [<xref ref-type="bibr" rid="pone.0292361.ref059">59</xref>]. As such, the clusters observed for the Hellenistic mudbricks, as the studied material allows us to characterize them, could result from the re-use of Urartian mudbricks.</p>
<p>Granulometry, specifically the measurement of the ratio of clay-silt and sand, remains one of the most reliable variables in the analysis and classification of mudbrick recipes [<xref ref-type="bibr" rid="pone.0292361.ref004">4</xref>, <xref ref-type="bibr" rid="pone.0292361.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0292361.ref012">12</xref>], but both micromorphology and phytolith analysis reveal themselves as key methodological additions to enhance our ability to discern cases of re-use. The new methodology employed, specifically the phytholiths’ analysis and micromorphology, allows us to better understand the relationship between the natural and built environment, raw source-material procurement choices in the Hellenistic period, and the intensity of the construction process.</p>
<p>The recycling of mudbrick in architecture is not a new phenomenon [<xref ref-type="bibr" rid="pone.0292361.ref004">4</xref>, <xref ref-type="bibr" rid="pone.0292361.ref072">72</xref>], but in most cases the argument for re-use discusses the removal of finished artifacts, in this case bricks, from ancient walls. In our argument we discussed a different phenomenon in which previous building materials are re-used as an available and ready-made source of soil. This shortcut alters the traditional relationship between communities and the environment, indicating the opportunistic nature of Artaxata Hellenistic communities regarding mudbrick manufacturing and the <italic>chaîne opératoire</italic>. This may have been prompted by the need for a fast construction process and the necessity to build a new center in a short period of time.</p>
<p>Additionally, the benefit of using already existent earthen building materials stresses the rational use of sources of raw materials within an almost carbon-neutral construction process that cut the energy inputs, such as carrying the raw material up a steep hill, to maximize efficiency.</p>
<p>The evidence supports the written sources that, at the time of Artaxias I’s foundation in the 180s BC, the previous settlement had been abandoned for quite some time and the previous structures had deteriorated. Since Artaxata was not continuously inhabited during the 1st millennium BC this seems to indicate that, during Hellenistic Phase I and II/III, the community re-used abandoned and exposed EBM in order to have economical and advantageous access to soil sources for their constructions.</p>
</sec>
<sec id="sec013" sec-type="conclusions">
<title>Conclusions</title>
<p>Our research built upon previous mudbrick research, emphasizing the relevance of geochemistry and grain size analysis in the study of mudbrick, but also provide new evidence on the methodological importance of micromorphology and phytolith analysis to discern cases of earthen building material re-use. The data clearly indicated that an interdisciplinary approach is better suited to investigate the complex relationship between the architecture, natural environment, and past communities.</p>
<p>Finally, the recycling of earthen building materials is a well attested phenomenon that is often difficult to attest in the archaeological record. Our research presents an innovative methodology to observe reusing of mudbricks in archaeological sites employing geochemistry, micromorphology and phytoliths analysis. The method is relevant for archaeological and architectural studies, specifically those dealing with mudbrick architecture.</p>
</sec>
<sec id="sec014" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pone.0292361.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.s001" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>14C dating parameters.</title>
<p>Supplementary information in relation to 14C dating.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0292361.s002" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.s002" xlink:type="simple">
<label>S2 File</label>
<caption>
<title>ED-XRF table.</title>
<p>The table presents all measured elements with standard deviation and relative standard deviation.</p>
<p>(XLSX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0292361.s003" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.s003" xlink:type="simple">
<label>S3 File</label>
<caption>
<title>Petrographic table.</title>
<p>Summary of the petrographic fabrics identified in Artaxata.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0292361.s004" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.s004" xlink:type="simple">
<label>S4 File</label>
<caption>
<title>Micromorphology table.</title>
<p>Summary of the micromorphological analysis in Artaxata.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0292361.s005" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0292361.s005" xlink:type="simple">
<label>S5 File</label>
<caption>
<title>Phytoliths tables.</title>
<p>Supplementary information from phytoliths analysis: <xref ref-type="table" rid="pone.0292361.t001">Table 1</xref>. Illustrations of Distribution Patterns (1.1 Isolated and 1.2 Clustered); <xref ref-type="table" rid="pone.0292361.t002">Table 2</xref>. Illustration of phytoliths observed in the clay fabric.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We would like to thank Dr Umberto Tessari and Dr. Renzo Tassinari at the Dipartimento di Fisica e Scienze della Terra, Università degli studi di Ferrara. Our acknowledgements also go to Maija Holappa (University of Helsinki) for her help with the image processing and Arshaluis Mkrtchyan (Armenian Academy of Sciences) for his support in capturing the Urartian Wall with drone photography. Finally, we would like to thank the anonymous reviewers for their comments and suggestions.</p>
</ack>
<ref-list>
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