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        <identifier>oai:figshare.com:article/34020654</identifier>
        <datestamp>2026-09-29T03:13:30Z</datestamp>
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          <dc:title>Revealing the Proton
Slingshot Mechanism in Solid
Acid Electrolytes through Machine-Learning Molecular Dynamics</dc:title>
          <dc:creator>Menghang Wang (15261322)</dc:creator>
          <dc:creator>Jingxuan Ding (9332875)</dc:creator>
          <dc:creator>Grace Xiong (17880234)</dc:creator>
          <dc:creator>Ni Zhan (2744527)</dc:creator>
          <dc:creator>Cameron Owen (8934053)</dc:creator>
          <dc:creator>Albert Musaelian (9322335)</dc:creator>
          <dc:creator>Yu Xie (541970)</dc:creator>
          <dc:creator>Nicola Molinari (5184077)</dc:creator>
          <dc:creator>Ryan Adams (10766863)</dc:creator>
          <dc:creator>Boris Kozinsky (5070920)</dc:creator>
          <dc:creator>Sossina Haile (21389036)</dc:creator>
          <dc:subject>Biophysics</dc:subject>
          <dc:subject>Biochemistry</dc:subject>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Microbiology</dc:subject>
          <dc:subject>Cell Biology</dc:subject>
          <dc:subject>Chemical Sciences not elsewhere classified</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Cancer</dc:subject>
          <dc:subject>Infectious Diseases</dc:subject>
          <dc:subject>Virology</dc:subject>
          <dc:subject>solid acid electrolytes</dc:subject>
          <dc:subject>network force fields</dc:subject>
          <dc:subject>greater rotational frustration</dc:subject>
          <dc:subject>local proton hopping</dc:subject>
          <dc:subject>learning molecular dynamics</dc:subject>
          <dc:subject>higher proton concentration</dc:subject>
          <dc:subject>fast proton conduction</dc:subject>
          <dc:subject>distinct proton concentrations</dc:subject>
          <dc:subject>proton slingshot mechanism</dc:subject>
          <dc:subject>4 &lt;/ sub</dc:subject>
          <dc:subject>2 &lt;/ sub</dc:subject>
          <dc:subject>limited polyanion rotation</dc:subject>
          <dc:subject>range transport arises</dc:subject>
          <dc:subject>proton transport</dc:subject>
          <dc:subject>range transport</dc:subject>
          <dc:subject>polyanion rotation</dc:subject>
          <dc:subject>slower dynamics</dc:subject>
          <dc:subject>proton coordination</dc:subject>
          <dc:subject>mechanism refines</dc:subject>
          <dc:subject>range jumps</dc:subject>
          <dc:subject>unique correlation</dc:subject>
          <dc:subject>type picture</dc:subject>
          <dc:subject>structural similarity</dc:subject>
          <dc:subject>rate process</dc:subject>
          <dc:subject>precise role</dc:subject>
          <dc:subject>oxygen sharing</dc:subject>
          <dc:subject>findings establish</dc:subject>
          <dc:subject>equivariant neural</dc:subject>
          <dc:subject>enhance conductivity</dc:subject>
          <dc:subject>conventional grotthuss</dc:subject>
          <dc:subject>attributed either</dc:subject>
          <dc:description>In solid acid electrolytes CsH&lt;sub&gt;2&lt;/sub&gt;PO&lt;sub&gt;4&lt;/sub&gt; and CsHSO&lt;sub&gt;4&lt;/sub&gt;, the origin of fast proton conduction has
long been debated,
attributed either to local proton hopping or to polyanion rotation.
However, the precise role of polyanion rotation and its interplay
with proton hopping remains unresolved. Nanosecond-scale molecular
dynamics simulations, driven by equivariant neural-network force fields,
reveal a nuanced proton slingshot mechanism: a rotating polyanion
first carries the proton, O–H bond reorientation then extends
its displacement, and the combined motion enables long-range jumps.
This mechanism refines the conventional Grotthuss-type picture, revealing
that long-range transport arises from significant O–H bond
reorientation assisted by only limited polyanion rotation. Despite
their structural similarity, CsH&lt;sub&gt;2&lt;/sub&gt;PO&lt;sub&gt;4&lt;/sub&gt; and CsHSO&lt;sub&gt;4&lt;/sub&gt; exhibit qualitatively different transport behavior associated
with their distinct proton concentrations. In CsH&lt;sub&gt;2&lt;/sub&gt;PO&lt;sub&gt;4&lt;/sub&gt;, two rotation rates with different activation energies emerge,
while CsHSO&lt;sub&gt;4&lt;/sub&gt; displays a single-rate process with faster
productive polyanion dynamics. The higher proton concentration in
CsH&lt;sub&gt;2&lt;/sub&gt;PO&lt;sub&gt;4&lt;/sub&gt; is associated with greater rotational
frustration and slower dynamics of PO&lt;sub&gt;4&lt;/sub&gt; compared with SO&lt;sub&gt;4&lt;/sub&gt; in CsHSO&lt;sub&gt;4&lt;/sub&gt;. In CsH&lt;sub&gt;2&lt;/sub&gt;PO&lt;sub&gt;4&lt;/sub&gt;, we
further identify a unique correlation between oxygen sharing and proton
transport, arising from the extra proton per polyanion. Together,
our findings establish a unified framework linking polyanion rotation,
proton coordination, and long-range transport, and suggest that tuning
proton concentration could accelerate rotation and enhance conductivity.</dc:description>
          <dc:date>2026-09-28T00:00:00Z</dc:date>
          <dc:type>Text</dc:type>
          <dc:type>Journal contribution</dc:type>
          <dc:identifier>10.1021/jacs.5c21965.s001</dc:identifier>
          <dc:relation>https://figshare.com/articles/journal_contribution/Revealing_the_Proton_Slingshot_Mechanism_in_Solid_Acid_Electrolytes_through_Machine-Learning_Molecular_Dynamics/34020654</dc:relation>
          <dc:rights>CC BY-NC 4.0</dc:rights>
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