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<titleInfo><title>Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach</title></titleInfo>


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<name type="personal">
  <namePart type="given">Meike Claudia</namePart>
  <namePart type="family">Wohlleben</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">43991</identifier><description xsi:type="identifierDefinition" type="orcid">0009-0009-9767-7168</description></name>
<name type="personal">
  <namePart type="given">Jill Mercedes</namePart>
  <namePart type="family">Linneweber</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">57639</identifier><description xsi:type="identifierDefinition" type="orcid">https://orcid.org/0009-0002-1910-358X</description></name>
<name type="personal">
  <namePart type="given">Jan</namePart>
  <namePart type="family">Schütte</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">22109</identifier><description xsi:type="identifierDefinition" type="orcid">0000-0001-9025-9742</description></name>
<name type="personal">
  <namePart type="given">Walter</namePart>
  <namePart type="family">Sextro</namePart>
  <role><roleTerm type="text">author</roleTerm> </role><identifier type="local">21220</identifier></name>







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<abstract lang="eng">&lt;jats:title&gt;ABSTRACT&lt;/jats:title&gt;
                  &lt;jats:p&gt;Hybrid modeling aims to combine physical and data‐driven models to increase simulation accuracy without losing physical interpretability. In the context of dynamic mechanical systems, this enables the compensation of modeling inaccuracies that arise from simplifications, missing effects, or uncertain parameters. In this work, a hybrid model is used as a starting point, in which the discrepancy between simulation and measurement is learned and compensated by a data‐driven correction element. To integrate such models into commercial multibody simulation software like Adams or Simpack, the formulation is adapted to operate directly on the force level. This allows implementation via standard co‐simulation interfaces without modifying the system&apos;s differential equations or solvers. The method is demonstrated using a three‐mass oscillator with synthetic measurement data. Results show that the coupled simulation works reliably and that the hybrid model significantly improves accuracy while remaining compatible with established industrial simulation workflows.&lt;/jats:p&gt;</abstract>

<originInfo><publisher>Wiley</publisher><dateIssued encoding="w3cdtf">2026</dateIssued>
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<relatedItem type="host"><titleInfo><title>Proceedings in Applied Mathematics and Mechanics</title></titleInfo>
  <identifier type="issn">1617-7061</identifier>
  <identifier type="issn">1617-7061</identifier><identifier type="doi">10.1002/pamm.70215</identifier>
<part><detail type="volume"><number>26</number></detail><detail type="issue"><number>4</number></detail>
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<ieee>M. C. Wohlleben, J. M. Linneweber, J. Schütte, and W. Sextro, “Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach,” &lt;i&gt;Proceedings in Applied Mathematics and Mechanics&lt;/i&gt;, vol. 26, no. 4, Art. no. e70215, 2026, doi: &lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;10.1002/pamm.70215&lt;/a&gt;.</ieee>
<apa>Wohlleben, M. C., Linneweber, J. M., Schütte, J., &amp;#38; Sextro, W. (2026). Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach. &lt;i&gt;Proceedings in Applied Mathematics and Mechanics&lt;/i&gt;, &lt;i&gt;26&lt;/i&gt;(4), Article e70215. &lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;https://doi.org/10.1002/pamm.70215&lt;/a&gt;</apa>
<short>M.C. Wohlleben, J.M. Linneweber, J. Schütte, W. Sextro, Proceedings in Applied Mathematics and Mechanics 26 (2026).</short>
<chicago>Wohlleben, Meike Claudia, Jill Mercedes Linneweber, Jan Schütte, and Walter Sextro. “Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach.” &lt;i&gt;Proceedings in Applied Mathematics and Mechanics&lt;/i&gt; 26, no. 4 (2026). &lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;https://doi.org/10.1002/pamm.70215&lt;/a&gt;.</chicago>
<mla>Wohlleben, Meike Claudia, et al. “Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach.” &lt;i&gt;Proceedings in Applied Mathematics and Mechanics&lt;/i&gt;, vol. 26, no. 4, e70215, Wiley, 2026, doi:&lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;10.1002/pamm.70215&lt;/a&gt;.</mla>
<bibtex>@article{Wohlleben_Linneweber_Schütte_Sextro_2026, title={Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach}, volume={26}, DOI={&lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;10.1002/pamm.70215&lt;/a&gt;}, number={4e70215}, journal={Proceedings in Applied Mathematics and Mechanics}, publisher={Wiley}, author={Wohlleben, Meike Claudia and Linneweber, Jill Mercedes and Schütte, Jan and Sextro, Walter}, year={2026} }</bibtex>
<ama>Wohlleben MC, Linneweber JM, Schütte J, Sextro W. Enabling Hybrid Modeling in Commercial MBS Software: A Force‐Level Approach. &lt;i&gt;Proceedings in Applied Mathematics and Mechanics&lt;/i&gt;. 2026;26(4). doi:&lt;a href=&quot;https://doi.org/10.1002/pamm.70215&quot;&gt;10.1002/pamm.70215&lt;/a&gt;</ama>
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