Machine-learning-decoupled absorption spectroscopy reveals bandgap shrinkage competition in Si-doped β-Ga <sub>2</sub> O <sub>3</sub>

β-Ga<sub>2</sub>O<sub>3</sub> is promising for power and solar-blind UV photodetection due to its wide bandgap, high critical field, and ease of n-type doping with Si. However, a doping limit arises at high Si concentrations, attributed to band-gap narrowing and renormalization caused by dopants and defects. Dopant ionization (via the Franz-Keldysh effect) and defects (via the Urbach effect) both induce band-gap narrowing and alter the absorption coefficient, yet their individual contributions are difficult to decouple from absorption spectra near the bandgap (4.5-5 eV). This study extends analysis to 2-5 eV using machine learning, enabling the separation of each effect's contribution. The resulting metric directly reflects changes induced by doping. This unreported finding clarifies the intrinsic band-gap narrowing mechanism in Si-doped β-Ga<sub>2</sub>O<sub>3</sub> and offers valuable guidance for other n-type doping studies.

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Publication Details

Journal
Optics Letters
Published
2026-01-05
DOI
https://doi.org/10.1364/ol.587611
Primary Topic
Ga2O3 and related materials
Type
article
Field-Weighted Citation Impact
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article

Machine-learning-decoupled absorption spectroscopy reveals bandgap shrinkage competition in Si-doped β-Ga 2 O 3

xin dong, Hao Kong, Zhe Wang, Zhao Zhang et al.
Optics Letters
Ga2O3 and related materials
article

Machine-learning-decoupled absorption spectroscopy reveals bandgap shrinkage competition in Si-doped β-Ga 2 O 3

xin dong, Hao Kong, Zhe Wang, Zhao Zhang, Yihan Li, Siyuan Cheng, Zhen Li, Mingkun Li
article en

Abstract

β-Ga<sub>2</sub>O<sub>3</sub> is promising for power and solar-blind UV photodetection due to its wide bandgap, high critical field, and ease of n-type doping with Si. However, a doping limit arises at high Si concentrations, attributed to band-gap narrowing and renormalization caused by dopants and defects. Dopant ionization (via the Franz-Keldysh effect) and defects (via the Urbach effect) both induce band-gap narrowing and alter the absorption coefficient, yet their individual contributions are difficult to decouple from absorption spectra near the bandgap (4.5-5 eV). This study extends analysis to 2-5 eV using machine learning, enabling the separation of each effect's contribution. The resulting metric directly reflects changes induced by doping. This unreported finding clarifies the intrinsic band-gap narrowing mechanism in Si-doped β-Ga<sub>2</sub>O<sub>3</sub> and offers valuable guidance for other n-type doping studies.

Optics LettersVol. 51(3)
Jilin University (CN), Jilin Medical University (CN)
Openalex Percentile: Top 97%
Ga2O3 and related materials
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