Imagen de Portada

Modular hybrid machine learning and physics-based potentials for scalable modeling of van der Waals heterostructures

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Bu, Hekai, Jiang, Wenwu, Ying, Penghua, Liang, Ting, Fan, Zheyong, Ouyang, Wengen
Formato:	Preprint
Publicado:	2025
Materias:	Computational Physics
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Accurate Modeling of Interfacial Thermal Transport in van der Waals Heterostructures via Hybrid Machine Learning and Registry-Dependent Potentials
por: Jiang, Wenwu, et al.
Publicado: (2025)

Probing the ideal limit of interfacial thermal conductance in two-dimensional van der Waals heterostructures
por: Liang, Ting, et al.
Publicado: (2025)

PYSED: A tool for extracting kinetic-energy-weighted phonon dispersion and lifetime from molecular dynamics simulations
por: Liang, Ting, et al.
Publicado: (2025)

Moiré-Driven Interfacial Thermal Transport in Twisted Transition Metal Dichalcogenides
por: Jiang, Wenwu, et al.
Publicado: (2025)

Anisotropic and isotropic elasticity and thermal transport in monolayer C$_{24}$ networks from machine-learning molecular dynamics
por: Li, Qing, et al.
Publicado: (2025)

NEP-MB-pol: A unified machine-learned framework for fast and accurate prediction of water's thermodynamic and transport properties
por: Xu, Ke, et al.
Publicado: (2024)

Layer photovoltaic effect in van der Waals heterostructures
por: Matsyshyn, Oles, et al.
Publicado: (2023)

Combining linear-scaling quantum transport and machine-learning molecular dynamics to study thermal and electronic transports in complex materials
por: Fan, Zheyong, et al.
Publicado: (2023)

Molecular dynamics simulations of heat transport using machine-learned potentials: A mini review and tutorial on GPUMD with neuroevolution potentials
por: Dong, Haikuan, et al.
Publicado: (2024)

Electrical control of hybrid exciton transport in a van der Waals heterostructure
por: Tagarelli, Fedele, et al.
Publicado: (2023)

Cavity electrodynamics of van der Waals heterostructures
por: Kipp, Gunda, et al.
Publicado: (2024)

Dissimilar thermal transport properties in $κ$-Ga$_2$O$_3$ and $β$-Ga$_2$O$_3$ revealed by machine-learning homogeneous nonequilibrium molecular dynamics simulations
por: Wang, Xiaonan, et al.
Publicado: (2023)

Interpretable machine learning for stability and electronic structure prediction of Janus III–VI van der Waals heterostructures
por: Yudong Shi, et al.
Publicado: (2024)

Advances in modeling complex materials: The rise of neuroevolution potentials
por: Ying, Penghua, et al.
Publicado: (2025)

Emerging spintronics applications of magnetic van der Waals heterostructures
por: Dan Guo, et al.
Publicado: (2025)

Frictional Dissipation and Scaling Laws at van der Waals Interface: The Key Role of Elastic Pinning of Moiré at Edges and Corners
por: Gao, Xiang, et al.
Publicado: (2024)

Improving robustness and training efficiency of machine-learned potentials by incorporating short-range empirical potentials
por: Yan, Zihan, et al.
Publicado: (2025)

Spintronics in 2D graphene-based van der Waals heterostructures
por: Perkins, David T. S., et al.
Publicado: (2023)

Tuning the lattice thermal conductivity in van-der-Waals structures through rotational (dis)ordering
por: Eriksson, Fredrik, et al.
Publicado: (2023)

Viscous hydrodynamics of excitons in van der Waals heterostructures
por: Mantsevich, V. N., et al.
Publicado: (2024)

Ultrafast exciton transport in van der Waals heterostructures
por: Glazov, M. M., et al.
Publicado: (2024)

Terahertz phonon engineering with van der Waals heterostructures
por: Yoon, Yoseob, et al.
Publicado: (2023)

Chiral spin-textures in van der Waals heterostructures
por: Abuawwad, Nihad, et al.
Publicado: (2026)

Pattern of indirect excitons in van der Waals heterostructure
por: Zhou, Zhiwen, et al.
Publicado: (2026)

Nanoscale ferroelectric programming of van der Waals heterostructures
por: Yang, Dengyu, et al.
Publicado: (2024)

Correcting force error-induced underestimation of lattice thermal conductivity in machine learning molecular dynamics
por: Wu, Xiguang, et al.
Publicado: (2024)

Multistate ferroelectric diodes with high electroresistance based on van der Waals heterostructures
por: Sarkar, Soumya, et al.
Publicado: (2024)

Spatiotemporal dynamics of moiré excitons in van der Waals heterostructures
por: Meneghini, Giuseppe, et al.
Publicado: (2025)

Spontaneous curvature in two-dimensional van der Waals heterostructures
por: Gao, Yuxiang, et al.
Publicado: (2024)

Spin supercurrent in superconductor/ferromagnet van-der-Waals heterostructures
por: Bobkov, G. A., et al.
Publicado: (2024)

Thermal conductivities of monolayer graphene oxide from machine learning molecular dynamics simulations
por: Zhang, Bohan, et al.
Publicado: (2025)

Probing mesoscopic nonlocal screening in van der Waals heterostructures with polaritons
por: Ma, Xuezhi, et al.
Publicado: (2026)

Nine-element machine-learned interatomic potentials for multiphase refractory alloys
por: Byggmästar, Jesper, et al.
Publicado: (2026)

Insight into the effect of force error on the thermal conductivity from machine-learned potentials
por: Zhou, Wenjiang, et al.
Publicado: (2024)

Phonon coherence and minimum thermal conductivity in disordered superlattice
por: Wu, Xin, et al.
Publicado: (2024)

3D microwave imaging of a van der Waals heterostructure
por: Cao, Leonard W., et al.
Publicado: (2025)

Tunable resonant s-p mixing of excitons in van der Waals heterostructures
por: Cao, Jiayu David, et al.
Publicado: (2025)

Photoluminescence enhancement at the vertical van der Waals semiconductor-metal heterostructures
por: Shakir, Hafiz Muhammad, et al.
Publicado: (2024)

Transport and localization of indirect excitons in a van der Waals heterostructure
por: Fowler-Gerace, L. H., et al.
Publicado: (2023)

Twisted cuprate van der Waals heterostructures with controlled Josephson coupling
por: Martini, Mickey, et al.
Publicado: (2023)