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<titleInfo><title>A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling</title></titleInfo>




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  <namePart type="given">Elham</namePart>
  <namePart type="family">Hassan Nezhad</namePart>
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  <namePart type="given">Matti</namePart>
  <namePart type="family">Grabo</namePart>
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  <namePart type="given">Julia</namePart>
  <namePart type="family">Kirschbaum</namePart>
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  <namePart type="given">Julia</namePart>
  <namePart type="family">Riese</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">101499</identifier><description xsi:type="identifierDefinition" type="orcid">0000-0002-3053-0534</description></name>







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<originInfo><dateIssued encoding="w3cdtf">2026</dateIssued>
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<apa>Hassan Nezhad, E., Grabo, M., Kirschbaum, J., &amp;#38; Riese, J. (2026). &lt;i&gt;A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling&lt;/i&gt;. &lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;https://doi.org/SDEWES2026.0119&lt;/a&gt;</apa>
<ieee>E. Hassan Nezhad, M. Grabo, J. Kirschbaum, and J. Riese, “A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling,” 2026, doi: &lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;SDEWES2026.0119&lt;/a&gt;.</ieee>
<short>E. Hassan Nezhad, M. Grabo, J. Kirschbaum, J. Riese, in: 2026.</short>
<chicago>Hassan Nezhad, Elham, Matti Grabo, Julia Kirschbaum, and Julia Riese. “A Physics-Enhanced Neural Network Approach for Packed Bed Latent Heat Storage Systems Incorporating Hysteresis and Subcooling,” 2026. &lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;https://doi.org/SDEWES2026.0119&lt;/a&gt;.</chicago>
<mla>Hassan Nezhad, Elham, et al. &lt;i&gt;A Physics-Enhanced Neural Network Approach for Packed Bed Latent Heat Storage Systems Incorporating Hysteresis and Subcooling&lt;/i&gt;. 2026, doi:&lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;SDEWES2026.0119&lt;/a&gt;.</mla>
<ama>Hassan Nezhad E, Grabo M, Kirschbaum J, Riese J. A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling. In: ; 2026. doi:&lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;SDEWES2026.0119&lt;/a&gt;</ama>
<bibtex>@inproceedings{Hassan Nezhad_Grabo_Kirschbaum_Riese_2026, title={A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling}, DOI={&lt;a href=&quot;https://doi.org/SDEWES2026.0119&quot;&gt;SDEWES2026.0119&lt;/a&gt;}, author={Hassan Nezhad, Elham and Grabo, Matti and Kirschbaum, Julia and Riese, Julia}, year={2026} }</bibtex>
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