Significant phonon localization and suppressed transport in silicon-doped gallium oxide: A study using a unified neural network interatomic potential
Source abstract
Abstract
Monoclinic gallium oxide (β-Ga2O3) is a fourth-generation semiconductor with great application potential in high-power microelectronics. Recent studies indicate that the electrical conductivity of β-Ga₂O₃ can be substantially enhanced through silicon (Si) doping. However, the effects on thermal transport, especially by considering the practical nanostructures within the crystal, have not yet been explored. To address this gap, we have developed a unified neural network potential for investigating the unexplored phonon transport of the β-(SixGa1–x)2O3 with varying doping levels. Our atomistic simulations showed that compared to intrinsic β-Ga2O3, the room-temperature thermal conductivities respectively decreased by 36.5%, 33.5%, and 38.8% along the a, b, and c axes in β-SiGa511O768, and by 79.6%, 74.9%, and 77.8% in β-SiGa7O12. The significant degradation in phonon transport is attributed to increased lattice anharmonicity, reduced sound velocity, and most importantly, induced phonon localization due to Si substitutions. A quantitative analysis reveals that the localization primarily occurs in phonons with frequencies exceeding 2.5 THz. The vibration is confined to a region around the Si atom, extending only to its second-nearest neighbors.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Ga2O3 and related materials · ZnO doping and properties · Thermal Expansion and Ionic Conductivity
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (100+)
Show source-provided references
1. Electric dipole effect in PdCoO2/β-Ga2O3 Schottky diodes for high-temperature operation10.1126/sciadv.aax5733 ↗
2. Toward gallium oxide power electronics10.1126/science.add2713 ↗
3. Ultra-wide band gap Ga2O3-on-SiC MOSFETs10.1021/acsami.2c21048 ↗
4. Ultra-wide bandgap semiconductor Ga2O3 power diodes10.1038/s41467-022-31664-y ↗
5. Unusual formation of point-defect complexes in the ultrawide-band-gap semiconductor β-Ga2O3
6. A review of Ga2O3 materials, processing
7. Anisotropy, phonon modes, and free charge carrier parameters in monoclinic β-gallium oxide single crystals10.1103/PhysRevB.93.125209 ↗
8. Impact ionization in β-Ga2O310.1063/1.5034120 ↗
9. Thermal conductivity of β-phase Ga2O3 and (AlxGa1–x)2O3 heteroepitaxial thin films10.1021/acsami.1c08506 ↗
10. β-Ga2O3 on insulator field-effect transistors with drain currents exceeding 1.5 A/mm and their self-heating effect10.1063/1.5000735 ↗
11. A strategic review on gallium oxide based deep-ultraviolet photodetectors: recent progress and future prospects10.1002/adom.202002160 ↗
12. Gallium oxide (Ga2O3) metal-semiconductor field-effect transistors on single-crystal β-Ga2O3 (010) substrates10.1063/1.3674287 ↗
13. Review on interface engineering of low leakage current and on-resistance for high-efficiency Ga2O3-based power devices10.1016/j.mtphys.2022.100777 ↗
14. Efficient and stable nonfullerene-graded heterojunction inverted perovskite solar cells with inorganic Ga2O3 tunneling protective nanolayer10.1002/adfm.201804128 ↗
15. Electrothermal performance limit of β-Ga2O3 field-effect transistors10.1063/1.5116828 ↗
16. Monolithically integrated enhancement-mode and depletion-mode β-Ga2O3 MESFETs with graphene-gate architectures and their logic applications10.1021/acsami.9b19667 ↗
17. Subnanometer Ga2O3 tunnelling layer by atomic layer deposition to achieve 1.1 V open-circuit potential in dye-sensitized solar cells10.1021/nl301023r ↗
18. High-efficiency InGaN/GaN quantum well-based vertical light-emitting diodes fabricated on β-Ga2O3 substrate10.1021/acsami.7b09584 ↗
19. Recent progress on the electronic structure, defect, and doping properties of Ga2O310.1063/1.5142999 ↗
20. Ultra-high performance amorphous Ga2O3 photodetector arrays for solar-blind imaging10.1002/advs.202101106 ↗
21. β-gallium oxide power electronics10.1063/5.0060327 ↗
22. Anomalous temperature-dependent phonon anharmonicity and strain engineering of thermal conductivity in β-Ga2O310.1021/acs.jpcc.3c02866 ↗
23. Extremely low thermal conductivity of β-Ga2O3 with porous structure10.1063/5.0069338 ↗
24. Lattice thermal conductivity in β-Ga2O3 from first principles10.1063/1.4927742 ↗
25. Thickness-dependent thermal conductivity of mechanically exfoliated β-Ga2O3 thin films10.1063/5.0004984 ↗
26. Three-dimensional anisotropic thermal conductivity tensor of single crystalline β-Ga2O310.1063/1.5054573 ↗
27. A simplified method of measuring thermal conductivity of β-Ga2O3 nanomembrane
28. Anisotropic thermal conductivity in single crystal β-gallium oxide10.1063/1.4916078 ↗
29. Anisotropic thermal conductivity of β-Ga2O3 at elevated temperatures: effect of Sn and Fe dopants10.1063/1.4986478 ↗
30. Phonon mode contributions to thermal conductivity of pristine and defective β-Ga2O310.1039/C8CP05139A ↗
31. A deep neural network interatomic potential for studying thermal conductivity of β-Ga2O310.1063/5.0025051 ↗
32. Hypocrystalline ceramic aerogels for thermal insulation at extreme conditions10.1038/s41586-022-04784-0 ↗
33. Probing disorder in isometric pyrochlore and related complex oxides10.1038/nmat4581 ↗
34. Polycrystalline SnSe with a thermoelectric figure of merit greater than the single crystal10.1038/s41563-021-01064-6 ↗
35. Thermoelectric properties and performance of flexible reduced graphene oxide films up to 3000 K10.1038/s41560-018-0086-3 ↗
36. High thermal conductivity of chain-oriented amorphous polythiophene10.1038/nnano.2014.44 ↗
37. Metal oxides for optoelectronic applications10.1038/nmat4599 ↗
38. Designing rare earth-free high entropy oxides with a tungsten bronze structure for thermoelectric applications10.1039/D2MH01488B ↗
39. High-entropy rare earth titanates with low thermal conductivity designed by lattice distortion10.1111/jace.19233 ↗
40. Integrating abnormal thermal expansion and ultralow thermal conductivity into Cd, Ni2Re2O7 via synergy of local structure distortion and soft acoustic phonons10.1016/j.actamat.2023.119544 ↗
41. Novel high entropy Y0.2Sm0.2Gd0.2Er0.2Ho0.23NbO7 nanofibers with ultralow thermal conductivity10.1111/jace.19533 ↗
42. Novel ZrP2O7 ceramic foams with controllable structures and ultra-low thermal conductivity10.1016/j.jeurceramsoc.2021.07.004 ↗
43. Simultaneous realization of high power factor and low thermal conductivity in medium-entropy La-doped Sr1/3Ba1/3Ca1/31-xLaxTiO3 oxides with porous structure10.1016/j.cej.2024.151895 ↗
44. Thermal conduction mechanism of ferroelastic Zr-Y-Yb-Ta-Nb-O high-entropy oxides with glass-like thermal conductivity10.1111/jace.18374 ↗
45. Tuning stoichiometry of high-entropy oxides for tailorable thermal expansion coefficients and low thermal conductivity10.1111/jace.18155 ↗
46. Zn0.1Ca0.1Sr0.4Ba0.4ZrO3: a non-equimolar multicomponent perovskite ceramic with low thermal conductivity10.1016/j.jeurceramsoc.2020.07.054 ↗
47. Electrical conductivity and lattice expansion of β-Ga2O3 below room temperature10.1063/1.2910770 ↗
48. Fluorine-based plasma treatment for hetero-epitaxial β-Ga2O3 MOSFETs10.1016/j.apsusc.2021.149936 ↗
49. On the bulk β-Ga2O3 single crystals grown by the czochralski method10.1016/j.jcrysgro.2014.07.021 ↗
50. Oxygen vacancies and donor impurities in β-Ga2O310.1063/1.3499306 ↗
51. Deep UV transparent conductive oxide thin films realized through degenerately doped wide-bandgap gallium oxide10.1016/j.xcrp.2022.100801 ↗
52. Toward controlling the carrier density of Si doped Ga2O3 films by pulsed laser deposition10.1063/1.4962463 ↗
53. Electrical conductivity and carrier concentration control in β-Ga2O3 by Si doping10.1063/1.2919728 ↗
54. Highly conductive homoepitaxial Si-doped Ga2O3 films on 010 β-Ga2O3 by pulsed laser deposition10.1063/1.4991363 ↗
55. First principles investigation of photoelectric properties of Ga2O3 doped with group IV elements Si, Ge, Sn10.1016/j.mtcomm.2022.105127 ↗
56. Ge-doped β-Ga2O3 MOSFETs10.1109/LED.2017.2697359 ↗
57. Ge doping of β-Ga2O3 films grown by plasma-assisted molecular beam epitaxy
58. First-principles study on electronic structure and optical properties of Sn-doped β-Ga2O310.1016/j.physb.2010.06.024 ↗
59. Compensation and persistent photocapacitance in homoepitaxial Sn-doped β-Ga2O310.1063/1.5025916 ↗
60. Oxygen deficiency and Sn doping of amorphous Ga2O310.1063/1.4938473 ↗
61. Defect phase diagram for doping of Ga2O3
62. Deep-ultraviolet transparent conductive β-Ga2O3 thin films10.1063/1.1330559 ↗
63. Neamen · 2011
64. Reduction of the three-particle collision problem to multi-channel two-particle lippmann-schwinger equations10.1016/0550-3213(67)90016-8 ↗
65. Isotope scattering of dispersive phonons in Ge10.1103/PhysRevB.27.858 ↗
66. Isotope scattering of large-wave-vector phonons in GaAs and InSb: Deformation-dipole and overlap-shell models10.1103/PhysRevB.30.849 ↗
67. E W. Deep potential molecular dynamics: a scalable model with the accuracy of quantum mechanics10.1103/PhysRevLett.120.143001 ↗
68. Gaussian approximation potentials: the accuracy of quantum mechanics, without the electrons10.1103/PhysRevLett.104.136403 ↗
69. GPUMD: a package for constructing accurate machine-learned potentials and performing highly efficient atomistic simulations
70. Moment tensor potentials: a class of systematically improvable interatomic potentials10.1137/15M1054183 ↗
71. Accurate description of high-order phonon anharmonicity and lattice thermal conductivity from molecular dynamics simulations with machine learning potential10.1103/PhysRevB.105.115202 ↗
72. Layer-by-layer phase transformation in Ti3O5 revealed by machine-learning molecular dynamics simulations10.1038/s41467-024-47422-1 ↗
73. Mechanistic insight on water dissociation on pristine low-index TiO2 surfaces from machine learning molecular dynamics simulations10.1038/s41467-023-41865-8 ↗
74. Competition between phonon-vacancy and four-phonon scattering in cubic boron arsenide by machine learning interatomic potential10.1103/PhysRevMaterials.7.044601 ↗
75. First-principles multiscale modeling of mechanical properties in graphene/borophene heterostructures empowered by machine-learning interatomic potentials10.1002/adma.202102807 ↗
76. Evidence for supercritical behaviour of high-pressure liquid hydrogen10.1038/s41586-020-2677-y ↗
77. Accurate Fe–He machine learning potential for studying He effects in BCC-Fe10.1016/j.jnucmat.2022.154183 ↗
78. Classical and machine learning interatomic potentials for BCC vanadium10.1103/PhysRevMaterials.6.113603 ↗
79. Origin of the herringbone reconstruction of Au111 surface at the atomic scale10.1126/sciadv.abq2900 ↗
80. Reactive uptake of N2O5 by atmospheric aerosol is dominated by interfacial processes10.1126/science.abd7716 ↗
81. Accurate interatomic potential for the nucleation in liquid Ti-Al binary alloy developed by deep neural network learning method10.1016/j.commatsci.2022.111843 ↗
82. Mode localization and suppressed heat transport in amorphous alloys10.1103/PhysRevB.103.024204 ↗
83. Strategy to consider element distribution when constructing training datasets for developing machine learning potentials of alloys based on a Monte-Carlo-like method10.1103/PhysRevB.106.094107 ↗
84. Ab initio phase diagram and nucleation of gallium10.1038/s41467-020-16372-9 ↗
85. Liquid-liquid critical point in phosphorus10.1103/PhysRevLett.127.080603 ↗
86. Phase diagram of a deep potential water model10.1103/PhysRevLett.126.236001 ↗
87. Accessing negative Poisson's ratio of graphene by machine learning interatomic potentials10.1088/1361-6528/ac5cfd ↗
88. Machine-learning analysis to predict the exciton valley polarization landscape of 2D semiconductors10.1021/acsnano.9b04220 ↗
89. Predictive design model for low-dimensional organic–inorganic halide perovskites assisted by machine learning10.1021/jacs.1c05441 ↗
90. DP-GEN: a concurrent learning platform for the generation of reliable deep learning based potential energy models10.1016/j.cpc.2020.107206 ↗
91. From ultrasoft pseudopotentials to the projector augmented-wave method10.1103/PhysRevB.59.1758 ↗
92. Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set10.1016/0927-0256(96)00008-0 ↗
93. Generalized gradient approximation made simple10.1103/PhysRevLett.77.3865 ↗
94. End-to-end symmetry preserving inter-atomic potential energy model for finite and extended systems
95. A neuroevolution potential for predicting the thermal conductivity of α, β, and ε-Ga2O310.1063/5.0165320 ↗
96. Machine learning interatomic potential developed for molecular simulations on thermal properties of β-Ga2O3
97. Effects of Al and C doping on the electronic structure and phonon renormalization in MgB210.1103/PhysRevB.79.134523 ↗
98. Engineering electronic structure and lattice dynamics to achieve enhanced thermoelectric performance of Mn-Sb Co-doped GeTe10.1021/acs.chemmater.1c00331 ↗
99. Ultralow lattice thermal conductivity and superhigh thermoelectric figure-of-merit in Mg, Bi Co-doped GeTe10.1002/adma.202008773 ↗
100. Temperature-dependent thermal conductivity in Mg-doped and undoped β-Ga2O3 bulk-crystals10.1088/0268-1242/30/2/024006 ↗