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Crossover dynamics of non-Fickian ionic diffusion in solids
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  • Published: 30 May 2026

Crossover dynamics of non-Fickian ionic diffusion in solids

  • Gangbin Yan  ORCID: orcid.org/0000-0002-4711-90631 na1 nAff8,
  • Pierfrancesco Ombrini2 na1,
  • Zhichu Tang3,
  • Shakul Pathak4,
  • Maoyu Wang5,
  • Barbara Lavina  ORCID: orcid.org/0000-0002-8556-79165,6,
  • Alexandros Vasileiadis  ORCID: orcid.org/0000-0001-9761-79362,
  • Suin Choi  ORCID: orcid.org/0009-0002-9193-45481,
  • Mingzhan Wang  ORCID: orcid.org/0000-0003-1956-97691,
  • Dongchen Ying1,
  • Qizhang Li  ORCID: orcid.org/0000-0002-5454-45781,
  • Esen E. Alp5,
  • Hua Zhou  ORCID: orcid.org/0000-0001-9642-86745,
  • Martin Z. Bazant  ORCID: orcid.org/0000-0002-8200-45014,7,
  • Qian Chen  ORCID: orcid.org/0000-0002-1968-441X3,
  • Marnix Wagemaker  ORCID: orcid.org/0000-0003-3851-10442 &
  • …
  • Chong Liu  ORCID: orcid.org/0000-0003-4851-78881 

Nature Communications (2026) Cite this article

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Subjects

  • Electrochemistry
  • Nanoscale materials
  • Physical chemistry

Abstract

Ionic diffusion in solids underpins energy storage, electronics, and catalysis, yet conventional diffusion models often fail to capture complexities arising from confinement, crystallographic disorder, lattice distortions, and coupled transport with phonons or electrons. These challenges are particularly pronounced in battery materials, where ionic and electronic carriers move together, complicating the interpretation of electrochemical measurements. Here we employ tracer exchange as a direct, non-electrochemical probe to reveal rich ion dynamics in the model one-dimensional (1D) conductor olivine LiXFePO4 (0 ≤ X ≤ 1). 6Li-7Li isotope exchange confirms single-file diffusion (SFD), where 1D confinement prevents ion bypassing and preserves spatial order. Kinetic Monte Carlo (KMC) simulations and chronoamperometry further quantify Faradaic and non-Faradaic surface exchange, identifying electron transport as rate-limiting during electrochemical reactions. In contrast, Li-Na exchange exhibits apparent superdiffusion, where the exchange rate increases with Na content. Simulations attribute this behavior to surface-exchange limitation and Na+-enhanced Li+ cross-channel hopping that drives a dimensional crossover from 1D to quasi-2D transport, supported by 4D-STEM and in situ synchrotron XRD. These results establish tracer exchange as a powerful platform for probing coupled multi-ion and electron transport in solids.

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Acknowledgments

We thank Reginaldo J. Gomes from Prof. Chibueze Amanchukwu’s group for providing 2 M 6LiOH(aq). We thank Evguenia Karapetrova from Argonne National Laboratory for assistance with synchrotron XRD measurements at the 33-BM beamline of the Advanced Photon Source (APS). We thank Vivek Thampy, Molleigh B. Preefer, and Christopher J. Takacs from SLAC National Accelerator Laboratory for setting up synchrotron XRD measurements at the SSRL 11–3 beamline. This work made use of instruments in the Electron Microscopy Core, Research Resources Center, at the University of Illinois at Chicago.

Funding

G.Y. and C.L. acknowledge support from the Energy Storage Research Alliance (ESRA, DE-AC02-06CH11357), an Energy Innovation Hub funded by the U.S. Department of Energy (DOE), Office of Science, Basic Energy Sciences (BES). P.O. and M.W. acknowledge support from Shell Global Solutions International B.V. Z.T., and Q.C. acknowledge support from the U.S. National Science Foundation (NSF) under award No. 2427924 for 4D-STEM data collection and analysis. M.W. and H.Z. acknowledge use of the Stanford Synchrotron Radiation Lightsource (SSRL), SLAC National Accelerator Laboratory, supported by the U.S. DOE, Office of Science, BES, under Contract No. DE-AC02-76SF00515. B.L. and E.E.A. acknowledge use of the Advanced Photon Source (APS), a U.S. DOE Office of Science User Facility operated for the DOE Office of Science by Argonne National Laboratory under Contract No. DE-AC02-06CH11357. B.L. further acknowledges support from the National Science Foundation, Division of Earth Sciences (EAR), through SEES under award No. EAR-2223273.

Author information

Author notes
  1. Gangbin Yan

    Present address: Department of Physics, Stanford University, Stanford, CA, USA

  2. These authors contributed equally: Gangbin Yan, Pierfrancesco Ombrini.

Authors and Affiliations

  1. Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, USA

    Gangbin Yan, Suin Choi, Mingzhan Wang, Dongchen Ying, Qizhang Li & Chong Liu

  2. Department of Radiation Science and Technology, Delft University of Technology, Delft, The Netherlands

    Pierfrancesco Ombrini, Alexandros Vasileiadis & Marnix Wagemaker

  3. Department of Materials Science and Engineering, the Grainger College of Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA

    Zhichu Tang & Qian Chen

  4. Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA

    Shakul Pathak & Martin Z. Bazant

  5. Advanced Photon Source, Argonne National Laboratory, Lemont, IL, USA

    Maoyu Wang, Barbara Lavina, Esen E. Alp & Hua Zhou

  6. Center for Advanced Radiation Sources, The University of Chicago, Chicago, IL, USA

    Barbara Lavina

  7. Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA, USA

    Martin Z. Bazant

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Corresponding authors

Correspondence to Marnix Wagemaker or Chong Liu.

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Cite this article

Yan, G., Ombrini, P., Tang, Z. et al. Crossover dynamics of non-Fickian ionic diffusion in solids. Nat Commun (2026). https://doi.org/10.1038/s41467-026-73937-w

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  • Received: 16 January 2026

  • Accepted: 19 May 2026

  • Published: 30 May 2026

  • DOI: https://doi.org/10.1038/s41467-026-73937-w

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