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Probing Surface Degradation Pathways of Charged Nickel-Oxide Cathode Materials Using Machine-Learning Interatomic

Svenja Both1,2,3, Andrey D Poletayev3,4, Timo Danner1,2

  • 1German Aerospace Center, Institute of Engineering Thermodynamics, Ulm 89081, Germany.

ACS Applied Materials & Interfaces
|September 25, 2025
PubMed
Summary
This summary is machine-generated.

Researchers investigated the atomic-scale degradation of nickel-based layered oxide cathodes in lithium-ion batteries. They discovered a new stable surface reconstruction and identified nickel ion migration as a key step in material breakdown.

Keywords:
Li-ion batteriesNi-rich cathode materialsdensity-functional theorymachine-learning interatomic potentialssurface degradation

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Area of Science:

  • Materials Science
  • Electrochemistry
  • Computational Chemistry

Background:

  • Nickel-based layered oxides are promising cathode materials for lithium-ion batteries due to high energy density.
  • Instability of these cathodes upon full delithiation (charging) limits their practical application.
  • The atomic-scale mechanisms of charged cathode degradation remain poorly understood.

Purpose of the Study:

  • To elucidate the atomic-scale structural degradation mechanisms of fully delithiated lithium nickel oxide (LiNiO2) surfaces.
  • To identify stable surface reconstructions and degradation pathways.
  • To understand the role of oxygen loss and cation migration in cathode instability.

Main Methods:

  • High-level ab initio calculations were employed to study surface energetics.
  • Machine-learning interatomic potentials were developed for molecular dynamics simulations.
  • Molecular dynamics simulations were used to explore ion migration and surface evolution.

Main Results:

  • A previously unreported, stable reconstruction of the LiNiO2 (012) facet was identified.
  • This reconstruction exhibits a lower oxygen vacancy formation energy compared to pristine surfaces.
  • Nickel (Ni) ion migration into alkali-layer sites was observed as a kinetically plausible degradation initiation step.

Conclusions:

  • The identified surface reconstruction and facile oxygen loss contribute to the instability of charged nickel-based cathodes.
  • Nickel ion migration is a critical early step in the surface degradation process.
  • These findings provide atomic-scale insights into cathode material decomposition, guiding future material design.