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Predicting Ion Diffusion from the Shape of Potential Energy Landscapes
Uppsala University, Disciplinary Domain of Science and Technology, Chemistry, Department of Chemistry - Ångström, Structural Chemistry.
Uppsala University, Disciplinary Domain of Science and Technology, Chemistry, Department of Chemistry - Ångström, Structural Chemistry.ORCID iD: 0000-0001-9369-2832
Ecole Polytech Fed Lausanne EPFL, Inst Sci & Ingn Chim, CH-1951 Sion, Switzerland..
Vrije Univ, Dept Math, NL-1081 HV Amsterdam, Netherlands..ORCID iD: 0000-0002-9175-5067
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2024 (English)In: Journal of Chemical Theory and Computation, ISSN 1549-9618, E-ISSN 1549-9626, Vol. 20, no 1, p. 18-29Article in journal (Refereed) Published
Abstract [en]

We present an efficient method to compute diffusion coefficients of multiparticle systems with strong interactions directly from the geometry and topology of the potential energy field of the migrating particles. The approach is tested on Li-ion diffusion in crystalline inorganic solids, predicting Li-ion diffusion coefficients within 1 order of magnitude of molecular dynamics simulations at the same level of theory while being several orders of magnitude faster. The speed and transferability of our workflow make it well-suited for extensive and efficient screening studies of crystalline solid-state ion conductor candidates and promise to serve as a platform for diffusion prediction even up to the density functional level of theory.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2024. Vol. 20, no 1, p. 18-29
National Category
Inorganic Chemistry Condensed Matter Physics
Identifiers
URN: urn:nbn:se:uu:diva-521177DOI: 10.1021/acs.jctc.3c01005ISI: 001139439000001PubMedID: 38113514OAI: oai:DiVA.org:uu-521177DiVA, id: diva2:1830819
Funder
Swedish Research Council, 2019-05366Swedish Energy Agency, 50098-1eSSENCE - An eScience CollaborationAvailable from: 2024-01-24 Created: 2024-01-24 Last updated: 2025-08-14Bibliographically approved
In thesis
1. Computational modeling of Li-ion transport in composite solid-state electrolytes: Significance and adequacy
Open this publication in new window or tab >>Computational modeling of Li-ion transport in composite solid-state electrolytes: Significance and adequacy
2025 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

This thesis investigates computational modeling of Li-ion transport in polymer-ceramic composite solid-state electrolytes, organized into three thematic threads which link the research studies into a broader context of scientific development. Firstly, methodological and conceptual advances of force field molecular dynamics (FFMD) techniques are discussed and used to analyse composites of Li7La3Zr2O12 (LLZO) and LiTFSI salt in poly(ethylene oxide) (PEO) materials. The studies address the sensitivity and adequacy of FFMD, temperature dependence and significance of interfacial Li-ion phase exchange, and integration of atomistic insights into a mesoscale framework. This allows the identification of conditions under which interface crossing pathway enhance conductivity in a composite electrolyte as compared to the pure polymer electrolyte. Here, Li-ion phase exchange barrier (PEB) crossing rate, γb ~ 3 · 10-5 ns is calculated at 400 K. Further, the estimated γb value is compared to the critical value of the transition rate, above which the conductivity enhancement should result for the ion transport through the ceramic bulk. Moreover, an approach to predict ion diffusivity from potential energy landscape descriptors is demonstrated, enabling a structural basis for screening candidate materials. Secondly, a historical timeline situates the research project within the evolving field of solid-state electrolytes, tracing some selected developments in the understanding of ion transport at the atomistic scale. Thirdly, insights from interviews with six experienced scientists provides a meta-level perspective that examines the meaning, role, and adequacy of models in battery research, highlighting the challenges of interdisciplinary collaboration and the value of integrating diverse methodological approaches. Across these threads, the work demonstrates the significance of atomistic simulations for uncovering interfacial mechanisms inaccessible to direct experiment, while critically assessing their adequacy for predicting macroscopic behavior. Embedded within a multiscale framework, such models prove both sufficient and essential for advancing a broader understanding and improving predictive capability, particularly in the context of electrolyte materials.

Place, publisher, year, edition, pages
Uppsala: Acta Universitatis Upsaliensis, 2025. p. 71
Series
Digital Comprehensive Summaries of Uppsala Dissertations from the Faculty of Science and Technology, ISSN 1651-6214 ; 2568
Keywords
Li-ion transport, Interface, Ion phase exchange, Interfacial ion distribution, Composite solid electrolytes, Solid polymer electrolytes, LLZO, PEO, Force field molecular dynamics, Atomistic simulations, Multiscale modelling, Interdisciplinary battery research
National Category
Materials Chemistry
Research subject
Chemistry with specialization in Materials Chemistry
Identifiers
urn:nbn:se:uu:diva-565015 (URN)978-91-513-2554-5 (ISBN)
Public defence
2025-09-25, Polhemsalen, Ångströmlaboratoriet, Lägerhyddsvägen 1, Uppsala, 09:15 (English)
Opponent
Supervisors
Available from: 2025-09-03 Created: 2025-08-14 Last updated: 2025-09-03

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Gustafsson, HannesKozdra, MelaniaMace, Amber

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