journal article·2026-07-01Open access

Modeling Ion Conduction in Soft Electrolytes

Nayan Dey, Arun Venkatnathan

Abstract

Soft electrolytes, which combine the mechanical stability of solids and the higher ionic mobility of liquids, are promising materials for electrochemical devices. This review presents several theoretical models and computational methods for the examination of ion conduction, especially in the context of soft electrolytes. The difference in theoretical models for the accurate determination of transport properties depends on the choice of the electrolyte. Calculations using density-functional theory provide insight into the activation energy barriers associated with ion migration and interaction energies. Molecular dynamics (MD) and ab initio MD simulations are used for the determination of diffusion coefficients, ionic conductivity, and transference numbers, which can support experimental observations. Coarse-grained MD simulations provide insight on microstructure and dynamics. Machine learning algorithms trained from data derived using ab initio quantum chemistry calculations can be employed to rapidly screen a large number of materials, which can accelerate the synthesis of efficient electrolytes.
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Research context

OpenAlex topics: Advanced Battery Materials and Technologies · Thermal Expansion and Ionic Conductivity · Machine Learning in Materials Science

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Chemistry and Centre for Energy Science, Indian Institute of Science Education and Research, Pune, India; email: arun@iiserpune.ac.in

References (100+)

Show source-provided references
1. Toward safe lithium metal anode in rechargeable batteries: a review10.1021/acs.chemrev.7b00115 ↗
2. Combining theory and experiment in lithium–sulfur batteries: current progress and future perspectives10.1016/j.mattod.2018.04.007 ↗
3. Advancing energy storage: the future trajectory of lithium-ion battery technologies10.1016/j.est.2025.116511 ↗
4. The role of lithium-ion batteries in the growing trend of electric vehicles
5. Engineering of sodium-ion batteries: opportunities and challenges10.1016/j.eng.2021.08.032 ↗
6. Critically assessing sodium-ion technology roadmaps and scenarios for techno-economic competitiveness against lithium-ion batteries10.1038/s41560-024-01701-9 ↗
7. Advances of lithium-ion batteries anode materials—a review10.1016/j.ceja.2023.100569 ↗
8. Flammability of Li-ion battery electrolytes: flash point and self-extinguishing time measurements10.1149/2.0121502jes ↗
9. Development of solid-state electrolytes for sodium-ion battery–a short review10.1016/j.nanoms.2019.02.007 ↗
10. Review—practical challenges hindering the development of solid-state Li-ion batteries10.1149/2.1571707jes ↗
11. Solid electrolyte interphase, cathode electrolyte interphase, artificial interphase, rechargeable batteries10.1016/j.apenergy.2025.125509 ↗
12. Influence of the SEI formation on the stability and lithium diffusion in Si electrodes10.1021/acsomega.2c04415 ↗
13. Intermolecular chemistry in solid PEs for high-energy-density lithium batteries10.1002/adma.201902029 ↗
14. Organic liquid electrolytes in sodium-based batteries: actualities and perspectives10.1016/j.ensm.2024.103211 ↗
15. A comparative review of electrolytes for organic-material-based energy-storage devices employing solid electrodes and redox fluids10.1002/cssc.201903382 ↗
16. Advancements in liquid and solid electrolytes for their utilization in electrochemical systems
17. Importance of high-concentration electrolytes for lithium-based batteries10.3390/encyclopedia5010020 ↗
18. Solid-state lithium batteries: advances, challenges, and future perspectives
19. Solid-state lithium-ion battery electrolytes: revolutionizing energy density and safety
20. Ductile inorganic solid electrolytes for all-solid-state lithium batteries10.1021/acs.chemrev.4c00894 ↗
21. Soft colloidal glasses as solid-state electrolytes10.1021/acs.chemmater.8b02227 ↗
22. Soft matter electrolytes: mechanism of ionic conduction compared to liquid or solid electrolytes10.3390/ma17205134 ↗
23. Bulk-phase ion conduction in cocrystalline LiCl·N,N-dimethylformamide: a new paradigm for solid electrolytes based upon the Pearson hard–soft acid–base concept10.1021/acs.chemmater.5b00940 ↗
24. One-step radiation synthesis of gel polymer electrolytes with high ionic conductivity for lithium-ion batteries10.1039/C7TA02291C ↗
25. A new imidazolium-based polymeric ionic liquid gel with high adsorption capacity for perrhenate10.1039/C6RA12239F ↗
26. A self-binding, melt-castable, crystalline organic electrolyte for sodium ion conduction10.1002/anie.201606363 ↗
27. High electrochemical performance of sodium-ion gel polymer electrolytes achieved through a sandwich design strategy combining soft polymers with a rigid MOF
28. In situ bridging soft polymer and robust metal–organic frameworks as electrolyte for long-cycling solid-state potassium–organic batteries10.1016/j.ensm.2024.103732 ↗
29. Completely numerical calculations on diatomic molecules in the local-density approximation
30. 2013
31. Plane-wave DFT methods for chemistry10.1016/bs.arcc.2017.06.006 ↗
32. Studies in molecular dynamics. I. General method10.1063/1.1730376 ↗
33. 2002
34. Ab initio molecular dynamics: concepts, recent developments, and future trends10.1073/pnas.0500193102 ↗
35. Iterative minimization techniques for ab initio total-energy calculations: molecular dynamics and conjugate gradients10.1103/RevModPhys.64.1045 ↗
36. Closo-borate gel polymer electrolytes with remarkable electrochemical stability and a wide operating temperature window10.1002/advs.202106032 ↗
37. Self-enhancing gel polymer electrolytes by in situ construction for enabling safe lithium metal battery10.1002/advs.202103663 ↗
38. Enhancing ionic conductivity, mechanical stability and electrochemical properties simultaneously by integrating POSS-PEG13.3 hybrid nanoparticles into PEO-NaClO4 solid polymer electrolytes10.1016/j.chphi.2024.100778 ↗
39. 2006
40. Study of the segmental dynamics and ion transport of solid polymer electrolytes in the semi-crystalline state10.3389/fchem.2020.592604 ↗
41. Semi-crystalline polymers with supramolecular synergistic interactions: from mechanical toughening to dynamic smart materials10.1039/D4SC02089H ↗
42. A soft co-crystalline solid electrolyte for lithium-ion batteries10.1038/s41563-023-01508-1 ↗
43. Solvate sponge crystals of (DMF)3NaClO4: reversible pressure/temperature controlled juicing in a melt/press-castable sodium-ion conductor10.1039/D0SC06455F ↗
44. Effect of anion mass on conductivity and lithium-ion transference number in the isomorphic cocrystals (Adpn)2LiXF6 (Adpn = adiponitrile, X = P, As, Sb)10.1021/acs.chemmater.4c01374 ↗
45. Designing polymer-in-salt electrolyte and fully infiltrated 3D electrode for integrated solid-state lithium batteries10.1002/anie.202101537 ↗
46. Tailoring polymer electrolytes with PVA for improved performance in electrical double layer capacitors10.1016/j.jiec.2024.11.035 ↗
47. Thermoplastic polyurethane (TPU) based high-performing solid polymer electrolytes for solid-state lithium metal batteries10.1016/j.est.2025.115882 ↗
48. Interatomic interactions and ion-transport in a polyoligomeric silsesquioxane-based multi-ionic salt electrolyte for lithium-ion batteries10.1002/cphc.202400983 ↗
49. Superionic conductors via bulk interfacial conduction10.1021/jacs.0c07060 ↗
50. Advanced gel polymer electrolytes for safe and durable lithium metal batteries: challenges, strategies, and perspectives10.1016/j.ensm.2020.10.018 ↗
51. Ionic liquids in supercapacitors10.1557/mrs.2013.151 ↗
52. Gel electrolyte derived from poly(ethylene glycol) blending poly(acrylonitrile) applicable to roll-to-roll assembly of electric double layer capacitors10.1002/adfm.201201342 ↗
53. Advancing gel polymer electrolytes for next-generation high-performance solid-state supercapacitors: a comprehensive review10.1016/j.est.2024.114851 ↗
54. Approaching practically accessible and environmentally adaptive sodium metal batteries with high loading cathodes through in situ interlock interface10.1002/adfm.202111314 ↗
55. In-situ crosslinked single ion gel polymer electrolytes with superior performances for lithium metal batteries10.1016/j.cej.2019.122935 ↗
56. Single-ion conducting electrolyte based on electrospun nanofibers for high-performance lithium batteries10.1002/aenm.201803422 ↗
57. Self-adaptable gel polymer electrolytes enable high-performance and all-round safety lithium ion batteries10.1016/j.ensm.2022.08.044 ↗
58. Ionic conductivity and ion transport mechanisms of solid-state lithium-ion battery electrolytes: a review10.1002/ese3.1163 ↗
59. Advances in inorganic, polymer and composite electrolytes: mechanisms of lithium-ion transport and pathways to enhanced performance10.1016/j.rser.2023.114136 ↗
60. Ion and proton transport in aqueous/nonaqueous acidic ionic liquids for fuel-cell applications—insight from high-pressure dielectric studies10.1021/acsami.1c06260 ↗
61. Diffusion mechanisms of fast lithium-ion conductors
62. Ionic conduction within non-stoichiometric N-methylimidazole-acetic acid pseudo-protic ionic liquid mixtures10.1016/j.molliq.2022.118705 ↗
63. Uncorrelated lithium-ion hopping in a dynamic solvent–anion network10.1021/acsenergylett.3c00454 ↗
64. Electrolytic conductivity—the hopping mechanism of the proton and beyond10.1016/j.electacta.2006.03.084 ↗
65. Engineering ion transport in all-solid-state sodium-ion batteries: fundamentals, strategies, and perspectives10.1016/j.pmatsci.2025.101503 ↗
66. Ionic conduction in polymer-based solid electrolytes10.1002/advs.202201718 ↗
67. To hop or not to hop: unveiling different modes of ion transport in solid polymer electrolytes through molecular dynamics simulations10.1021/acsapm.4c03724 ↗
68. Ion transport in composite polymer electrolyte10.1039/D2MA00215A ↗
69. Polymer electrolyte: ionic transport mechanisms and relaxation coupling10.1557/mrs2000.16 ↗
70. Investigating the correlation of segmental dynamics, free volume characteristics, and ionic conductivity in poly(ethylene oxide)-based electrolyte: a broadband dielectric and positron annihilation spectroscopy study10.1021/acs.jpcc.9b11722 ↗
71. Mechanism of ion transport in PEO/LiTFSI complexes: effect of temperature, molecular weight and end groups10.1016/j.ssi.2012.09.020 ↗
72. High cycling stability for solid-state Li metal batteries via regulating solvation effect in poly(vinylidene fluoride)-based electrolytes10.1002/batt.202000081 ↗
73. Recent advances for cation-anion aggregates in solid polymer electrolytes: mechanism, strategies, and applications10.1002/smtd.202401998 ↗
74. Ion transport in composite polymer electrolytes10.1039/D2MA00215A ↗
75. Ionic conductivity in crystalline polymer electrolyte10.1038/35087538 ↗
76. Investigation of polymer/ceramic composite solid electrolyte system: the case of PEO/LGPS composite electrolytes10.1021/acssuschemeng.1c00904 ↗
77. Application of the Nernst-Einstein equation to concrete10.1016/S0008-8846(96)00200-1 ↗
78. Solid state electrochemistry: measurement techniques and applications
79. Ion correlation and collective dynamics in BMIM/BF4-based organic electrolytes: from dilute solutions to the ionic liquid limit10.1021/acs.jpcb.8b04886 ↗
80. Ion-pairing and electrical conductivity in the ionic liquid 1-n-butyl-3-methylimidazolium methylsulfate [Bmim][MeSO4]: molecular dynamics simulation study10.1021/acs.jpcb.7b06039 ↗
81. Correlation effects in tracer diffusion and ionic conductivity. II10.1016/0167-2738(86)90204-3 ↗
82. Estimating ionic conductivity of ionic liquids: Nernst–Einstein and Einstein formalisms10.1016/j.jil.2024.100089 ↗
83. Pulsed-gradient spin-echo 1H and 19F NMR ionic diffusion coefficient, viscosity, and ionic conductivity of non-chloroaluminate room-temperature ionic liquids10.1021/jp004132q ↗
84. Fractional Walden rule for ionic liquids: examples from recent measurements and a critique of the so-called ideal KCl line for the Walden plot10.1021/je900878j ↗
85. Ionic conductivity enhancement in solid polymer electrolytes by electrochemical in situ formation of an interpenetrating network10.1039/D0RA07966A ↗
86. The compensation effect in the Vogel–Tammann–Fulcher (VTF) equation for polymer-based electrolytes10.1021/acs.macromol.7b00423 ↗
87. Transference number in PEs: Mind the reference-frame gap10.1021/jacs.2c02389 ↗
88. Modeling of effective cationic transference number in soft matter battery electrolytes based on conservative ensemble theory10.1016/j.electacta.2025.145792 ↗
89. Onsager transport coefficients and transference numbers in polyelectrolyte solutions and polymerized ionic liquids10.1021/acs.macromol.0c02001 ↗
90. Statistical-mechanical theory of irreversible processes. I. General theory and simple applications to magnetic and conduction problems10.1143/JPSJ.12.570 ↗
91. Dynamical screening and ionic conductivity in water from ab initio simulations10.1103/PhysRevLett.107.185901 ↗
92. 1992
93. 2017
94. A conceptual review on polymer electrolytes and ion transport models
95. Pulsed field gradient nuclear magnetic resonance and diffusion analysis in battery research10.1021/acs.chemmater.1c02891 ↗
96. Time-correlation functions and transport coefficients in statistical mechanics10.1146/annurev.pc.16.100165.000435 ↗
97. Steady state current flow in solid binary electrolyte cells
98. Bruce–Vincent transference numbers from molecular dynamics simulations10.1063/5.0146608 ↗
99. Uncovering local correlations in polymer electrolytes by X-ray scattering and molecular dynamics simulations10.1021/acs.macromol.1c00995 ↗
100. Combined density functional theory and molecular dynamics analyses on lithium/sodium ion interaction and diffusion in gel polymer electrolytes with poly-vinylidene fluoride scaffold, propylene carbonate/ionic liquid solvent, and perchlorate salt10.1016/j.mtcomm.2023.107311 ↗