journal article·2023-09-01Open access

Modeling Battery Formation: Boosted SEI Growth, Multi-Species Reactions, and Irreversible Expansion

Andrew Weng, Everardo Olide, Iaroslav Kovalchuk, Jason B. Siegel, Anna Stefanopoulou

Abstract

This work proposes a semi-empirical model for the SEI growth process during the early stages of lithium-ion battery formation cycling and aging. By combining a full-cell model which tracks half-cell equilibrium potentials, a zero-dimensional model of SEI growth kinetics, and a semi-empirical description of cell thickness expansion, the resulting model replicated experimental trends measured on a 2.5 Ah pouch cell, including the calculated first-cycle efficiency, measured cell thickness changes, and electrolyte reduction peaks during the first charge dQ/dV signal. This work also introduces an SEI growth boosting formalism that enables a unified description of SEI growth during both cycling and aging. This feature can enable future applications for modeling path-dependent aging over a cell’s life. The model further provides a homogenized representation of multiple SEI reactions enabling the study of both solvent and additive consumption during formation. This work bridges the gap between electrochemical descriptions of SEI growth and applications toward improving industrial battery manufacturing process control where battery formation is an essential but time-consuming final step. We envision that the formation model can be used to predict the impact of formation protocols and electrolyte systems on SEI passivation and resulting battery lifetime.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Battery Technologies Research · Advancements in Battery Materials · Advanced Battery Materials and Technologies

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

References (80)

Show source-provided references
1. The state of understanding of the lithium-ion-battery graphite solid electrolyte interphase (SEI) and its relationship to formation cycling10.1016/j.carbon.2016.04.008 ↗
2. Current and future lithium-ion battery manufacturing10.1016/j.isci.2021.102332 ↗
3. Balbuena · 200410.1142/p291 ↗
4. Theory of SEI formation in rechargeable batteries: capacity fade, accelerated aging and lifetime prediction
5. Review—SEI: past, present and future10.1149/2.1441707jes ↗
6. Generation and evolution of the solid electrolyte interphase of Lithium-Ion batteries10.1016/j.joule.2019.08.018 ↗
7. Study of the reactivity of electrolyte solvents and additives in Li-ion cells and design of new electrolyte blends
8. Multi-scale simulation of heterogeneous surface film growth mechanisms in lithium-ion batteries10.1149/2.0241711jes ↗
9. Evolution of the solid-electrolyte interphase on carbonaceous anodes visualized by atomic-resolution cryogenic electron microscopy10.1021/acs.nanolett.9b01515 ↗
10. Differential expansion and voltage model for li-ion batteries at practical charging rates10.1149/1945-7111/aba5d1 ↗
11. Reversible and irreversible expansion of lithium-ion batteries under a wide range of stress factors10.1149/1945-7111/ac2d3e ↗
12. Low-Cost inductive sensor and fixture kit for measuring battery cell thickness under constant pressure10.1016/j.ifacol.2022.11.266 ↗
13. Operando pressure measurements reveal solid electrolyte interphase growth to rank Li-ion cell performance10.1016/j.joule.2018.12.009 ↗
14. Development of first principles capacity fade model for Li-ion cells10.1149/1.1634273 ↗
15. A generalized cycle life model of rechargeable li-ion batteries10.1016/j.electacta.2005.06.033 ↗
16. Multimodal physics-based aging model for life prediction of Li-ion batteries10.1149/1.3043429 ↗
17. A model for predicting capacity fade due to SEI formation in a commercial Graphite/LiFePO4 cell10.1149/2.0641506jes ↗
18. Solvent diffusion model for aging of Lithium-ion battery cells10.1149/1.1644601 ↗
19. Review and performance comparison of mechanical-chemical degradation models for lithium-ion batteries10.1149/2.0281914jes ↗
20. Mixed mode growth model for the solid electrolyte interphase (SEI)10.1149/2.1101902jes ↗
21. End-of-life prediction of a lithium-ion battery cell based on mechanistic aging models of the graphite electrode10.1149/2.0941814jes ↗
22. Modeling mechanical degradation in lithium ion batteries during cycling: solid electrolyte interphase fracture10.1016/j.jpowsour.2015.09.033 ↗
23. A continuum of physics-based lithium-ion battery models reviewed,” Prog
24. Review of parameterisation and a novel database (LiionDB) for continuum li-ion battery models10.1088/2516-1083/ac692c ↗
25. Lithium-ion battery degradation: how to model it10.1039/D2CP00417H ↗
26. A mathematical model for the Lithium-Ion negative electrode solid electrolyte interphase10.1149/1.1804812 ↗
27. Dynamics and morphology of solid electrolyte interphase (SEI)10.1039/C6CP02816K ↗
28. Revealing SEI morphology: in-depth analysis of a modeling approach10.1149/2.0121711jes ↗
29. Transition between growth of dense and porous films: theory of dual-layer SEI10.1039/D2CP00188H ↗
30. Benefits of fast battery formation in a model system10.1149/1945-7111/abff35 ↗
31. Predicting the impact of formation protocols on battery lifetime immediately after manufacturing10.1016/j.joule.2021.09.015 ↗
32. Degradation in lithium ion battery current collectors10.1088/2515-7655/ac0c04 ↗
33. Revisiting the t 0.5 dependence of SEI growth10.1149/1945-7111/ab8ce4 ↗
34. A review of gas evolution in lithium ion batteries10.1016/j.egyr.2020.02.022 ↗
35. Effect of li plating during formation of lithium ion batteries on their cycling performance and thermal safety10.1016/j.jpowsour.2020.229306 ↗
36. Investigating the first-cycle irreversibility of lithium metal oxide cathodes for li batteries10.1007/s10853-007-2355-6 ↗
37. Lithium-ion battery life model with electrode cracking and early-life break-in processes10.1149/1945-7111/ac2ebd ↗
38. Silicon microparticle anodes with self-healing multiple network binder10.1016/j.joule.2018.02.012 ↗
39. Critical review on cathode-electrolyte interphase toward high-voltage cathodes for Li-ion batteries10.1007/s40820-022-00917-2 ↗
40. Understanding the cathode-electrolyte interphase in lithium-ion batteries10.1002/ente.202200421 ↗
41. Plett · 2015
42. Identification of surface films formed on lithium in propylene carbonate solutions10.1149/1.2100722 ↗
43. Role of 1,3-propane sultone and vinylene carbonate in solid electrolyte interface formation and gas generation10.1021/acs.jpcc.5b00072 ↗
44. Lithium ethylene dicarbonate identified as the primary product of chemical and electrochemical reduction of EC in 1.2 M LiPF6/EC:EMC electrolyte10.1021/jp052474w ↗
45. Simulation and optimization of the dual lithium ion insertion cell10.1149/1.2054684 ↗
46. Modeling of lithium plating induced aging of lithium-ion batteries: transition from linear to nonlinear aging10.1016/j.jpowsour.2017.05.110 ↗
47. General relationship for the thermal oxidation of silicon10.1063/1.1713945 ↗
48. Accelerated battery lifetime simulations using adaptive inter-cycle extrapolation algorithm10.1149/1945-7111/ac3e48 ↗
49. Volume changes of graphite anodes revisited: a combined operando x-ray diffraction and in situ pressure analysis study10.1021/acs.jpcc.8b01873 ↗
50. Microcrack generation and modification of ni-rich cathodes for li-ion batteries: a review10.1016/j.susmat.2021.e00305 ↗
51. Electrochemical modeling of linear and nonlinear aging of Lithium-Ion cells10.1149/1945-7111/aba44f ↗
52. A Mechano-Electrochemical battery model that accounts for preferential lithiation inside blended silicon graphite (Si/C) anodes10.1149/1945-7111/ac554f ↗
53. Diffusion in a pore of varying cross section10.1002/aic.690040322 ↗
54. Validity of the bruggeman relation for porous electrodes10.1088/0965-0393/21/7/074009 ↗
55. Python battery mathematical modelling (PyBaMM)10.5334/jors.309 ↗
56. Digital twin of a MWh-scale grid battery system for efficiency and degradation analysis10.1016/j.apenergy.2023.120774 ↗
57. Surface film formation on a graphite negative electrode in lithium-ion batteries: atomic force microscopy study on the effects of film-forming additives in propylene carbonate solutions10.1021/la015553h ↗
58. Electrochemical kinetics of SEI growth on carbon black: part I. Experiments10.1149/2.0231904jes ↗
59. Analysis of vinylene carbonate (VC) as additive in Graphite/LiNi0.5Mn1.5O4 cells10.1149/2.1441712jes ↗
60. On the use of vinylene carbonate (VC) as an additive to electrolyte solutions for li-ion batteries10.1016/S0013-4686(01)00858-1 ↗
61. Accurate consumption analysis of vinylene carbonate as an electrolyte additive in an 18650 lithium-ion battery at the first charge-discharge cycle10.1149/2.0441701jes ↗
62. Theoretical studies to understand surface chemistry on carbon anodes for lithium-ion batteries: how does vinylene carbonate play its role as an electrolyte additive?10.1021/ja017073i ↗
63. Analysis of vinylene carbonate derived SEI layers on graphite anode10.1149/1.1785795 ↗
64. Differential voltage analysis for battery manufacturing process control10.3389/fenrg.2023.1087269 ↗
65. A parametric open circuit voltage model for lithium ion batteries10.1149/2.0331512jes ↗
66. The thermodynamic origin of hysteresis in insertion batteries,10.1038/nmat2730 ↗
67. On the role of heterogeneity in Phase-Transforming electrodes: Origin of Zero-Current hysteresis10.1149/2.0011707jes ↗
68. Determination of the chemical diffusion coefficient of lithium ions in spherical Li[Ni 0.5MN 0.3CO0.2]O210.1016/j.electacta.2012.01.061 ↗
69. What limits the capacity of layered oxide cathodes in lithium batteries?10.1021/acsenergylett.9b01236 ↗
70. Factors that affect capacity in the low voltage kinetic hindrance region of Ni-Rich positive electrode materials and diffusion measurements from a reinvented approach10.1149/1945-7111/ac0d69 ↗
71. Balancing formation time and electrochemical performance of high energy lithium-ion batteries10.1016/j.jpowsour.2018.09.019 ↗
72. Copper dissolution in overdischarged lithium-ion cells: X-ray photoelectron spectroscopy and x-ray absorption fine structure analysis10.1149/1945-7111/ab697a ↗
73. Impact of graphite materials on the lifetime of NMC811/Graphite pouch cells: part i. material properties, ARC safety tests, gas generation, and room temperature cycling10.1149/1945-7111/ac39fc ↗
74. Electrochemical kinetics of SEI growth on carbon black: Part II. Modeling10.1149/2.0241904jes ↗
75. Degradation of commercial Lithium-Ion cells as a function of chemistry and cycling conditions10.1149/1945-7111/abae37 ↗
76. Formation challenges of Lithium-Ion battery manufacturing,10.1016/j.joule.2019.11.002 ↗
77. Fast formation cycling for lithium ion batteries10.1016/j.jpowsour.2017.01.011 ↗
78. Single-particle model for a lithium-ion cell: thermal behavior10.1149/1.3521314 ↗
79. Battery state estimation for a single particle model with electrolyte dynamics10.1109/TCST.2016.2571663 ↗
80. Porous electrode modeling and its applications to li-ion batteries10.1002/aenm.v12.32 ↗