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        <datestamp>2025-08-05T10:38:46Z</datestamp>
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          <identifier identifierType="DOI">10.5522/04/29314244.v1</identifier>
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            <creator>
              <creatorName>Medina Vazquez, Gustavo</creatorName>
              <givenName>Gustavo</givenName>
              <familyName>Medina Vazquez</familyName>
            </creator>
            <creator>
              <creatorName>Thevapalan, Anushiya</creatorName>
              <givenName>Anushiya</givenName>
              <familyName>Thevapalan</familyName>
            </creator>
            <creator>
              <creatorName>Patel, Nium</creatorName>
              <givenName>Nium</givenName>
              <familyName>Patel</familyName>
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          <titles>
            <title><![CDATA[Estimating the effect of retrofitting with Deconstruct+]]></title>
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          <subjects>
            <subject>Building science, technologies and systems</subject>
            <subject>retrofit</subject>
            <subject>buildings</subject>
            <subject>assessment</subject>
            <subject>in-use</subject>
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            <date dateType="Created">2025-08-05</date>
            <date dateType="Updated">2025-08-05</date>
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          <publicationYear>2025</publicationYear>
          <publisher>University College London</publisher>
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            <description descriptionType="Abstract"><![CDATA[<p dir="ltr">This study employs a machine learning model to estimate the heat transfer coefficient (HTC) of a sample of dwellings in two periods, before and after retrofitting measures took place as part of the Greens Home Grant (GHG). The aim is to determine whether these measures had a statistically significant effect on reducing the HTC of the dwellings, that is, increasing their thermal efficiency. University College London (UCL) has subcontracted EDF R&D UK to undertake this study using their solution, Deconstruct+, which can estimate HTC values remotely based on a dwelling’s energy consumption and weather data.</p>]]></description>
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