Ageing variability in single-crystal NMC811 under mission-profile cycling: stochastic and diffusion-controlled insights
Keywords:
stochastic degradation, early-cycle deviation, diffusion-limited ageing, capacity decline, NMC811 cathodesAbstract
Nominally identical nickel-rich NMC811 cathodes do not age in the same way. Even under identical cycling conditions, capacity trajectories diverge over time. Three cells from a fork-lift mission-profile dataset were analyzed. Results were compared with a larger fast-charging dataset containing 46 commercial lithium-ion cells. Capacity fade was evaluated round by round, and variability was quantified using the coefficient of variation (CV%) and an early-cycle deviation metric. Cycling caused variability in both datasets to rise from less than 1% CV to more than 3%. A diffusion-limited square-root ageing model was used to represent transport-controlled ageing. The model produces smoother capacity trends and a modest reduction in variability, but cell-to-cell differences persist. Early-stage heterogeneity remains linked to long-term divergence. Al2O3 coatings can promote diffusion-limited behaviour, while the model used here represents this regime conceptually rather than a specific coating system. The results point to a two-stage ageing pattern, with early divergence followed by partial moderation under transport influence.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 The Author(s)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
This license enables reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.