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npj Computational Materials· 2026Q1

Thermal stabilization of defect charge states and finite-temperature charge transition levels

Tobias Hainer, Ethan Berger, Esmée Berger, Olof Hildeberg et al.

Short summary

Machine-learned potentials reveal temperature significantly shifts charge transition levels (CTLs) in MgO, LiF, and CsSnBr3, with CsSnBr3 showing a new stable charge state above 40K.

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Key points

  • Temperature significantly affects charge transition levels (CTLs) in MgO, LiF, and CsSnBr3.
  • Machine-learned interatomic potentials were used to compute temperature-dependent CTLs.
  • Thermodynamic integration quantified free energy differences and vibrational entropy contributions.
  • CsSnBr3 shows a neutral charge state becoming stable above 40K, absent at 0K.
  • Static, zero-kelvin defect formalisms can miss quantitative CTL shifts and qualitative emergence of new stable charge states.

AI-generated from the title and abstract; the full text is not read.

Abstract

Abstract Point defects introduce localized electronic states that critically affect carrier trapping, recombination, and transport in functional materials. The associated charge transition level (CTLs) can depend on temperature, requiring accurate treatment of vibrational free energy contributions. In this work, we use machine-learned interatomic potentials to efficiently compute temperature-dependent (CTLs) for vacancies in MgO, LiF, and CsSnBr 3 . Using thermodynamic integration, we quantify free energy differences between charge states and calculate the vibrational entropy contributions at finite temperatures. We find that temperature significantly affects the (CTLs) across all three materials, with substantial energy level shifts in MgO and LiF over the investigated temperature ranges. Most notably, in CsSnBr 3 a neutral charge state becomes thermodynamically stable above 40K, introducing a Fermi-level window absent at 0K. We show that the widely used static, zero-kelvin defect formalism can miss both quantitative (CTL) shifts and the qualitative emergence of new stable charge states.

The authors' abstract, as published at the source. npj Computational Materials, 2026 · DOI ↗

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Field: Materials Chemistry

Materials ChemistryMaterials Science