Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Fuente:
arXiv
Saved in:
| Main Authors: | Bai, Dongyu, He, Ri, Liu, Junxian, Kou, Liangzhi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP2S6 Bilayers
by: Bai, Dongyu, et al.
Published: (2025)
by: Bai, Dongyu, et al.
Published: (2025)
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP 2 S 6 Bilayers
by: Dongyu Bai, et al.
Published: (2025)
by: Dongyu Bai, et al.
Published: (2025)
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP 2 S 6 Bilayers (Small Methods 1/2026)
by: Dongyu Bai, et al.
Published: (2026)
by: Dongyu Bai, et al.
Published: (2026)
Microscopic Modeling of Polarization Dynamics in Leaky Dielectrics: Insights into Ferroelectric-Like Behavior
by: Silva, Igor Ricardo Filgueira e, et al.
Published: (2024)
by: Silva, Igor Ricardo Filgueira e, et al.
Published: (2024)
Photostriction-tunable Polarization and Structural Dynamics in Interlayer Sliding Ferroelectrics
by: Yang, Kun, et al.
Published: (2025)
by: Yang, Kun, et al.
Published: (2025)
A GPU-based Solver for Polarization Dynamics in Ferroelectric Materials
by: Hasan, Ali, et al.
Published: (2026)
by: Hasan, Ali, et al.
Published: (2026)
Machine Learning Interatomic Potentials Enable Molecular Dynamics Simulations of Doped MoS2
by: Faiyad, Abrar, et al.
Published: (2025)
by: Faiyad, Abrar, et al.
Published: (2025)
Ultrafast Anisotropic Polarization Dynamics of Electronic Ferroelectrics LuFe2O4
by: Yu, H., et al.
Published: (2024)
by: Yu, H., et al.
Published: (2024)
Ultrafast Sliding Ferroelectric Switching in Bilayer Hexagonal Boron Nitride Revealed by Deep Learning Molecular Dynamics
by: Wang, Yinan, et al.
Published: (2026)
by: Wang, Yinan, et al.
Published: (2026)
Polaron Transport in TiO$_{2}$ from Machine Learning Molecular Dynamics
by: Ahart, Christian S., et al.
Published: (2026)
by: Ahart, Christian S., et al.
Published: (2026)
Revisiting Ferroelectricity Beyond Polar Space Groups
by: Yang, Yudi, et al.
Published: (2026)
by: Yang, Yudi, et al.
Published: (2026)
Dynamical Disorder in the Mesophase Ferroelectric HdabcoClO4: A Machine-Learned Force Field Study
by: Sødahl, Elin Dypvik, et al.
Published: (2024)
by: Sødahl, Elin Dypvik, et al.
Published: (2024)
Dynamics of Conducting Ferroelectric Domain Walls
by: Carroll, Carson, et al.
Published: (2025)
by: Carroll, Carson, et al.
Published: (2025)
Dynamic Training Enhances Machine Learning Potentials for Long-Lasting Molecular Dynamics
by: Žugec, Ivan, et al.
Published: (2025)
by: Žugec, Ivan, et al.
Published: (2025)
Understanding Magnesium Dissolution through Machine Learn-ing Molecular Dynamics
by: Liu, Zhoulin, et al.
Published: (2025)
by: Liu, Zhoulin, et al.
Published: (2025)
Evidence of Ferroelectricity in an Antiferromagnetic Vanadium Trichloride Monolayer
by: Deng, Jinghao, et al.
Published: (2024)
by: Deng, Jinghao, et al.
Published: (2024)
Transition from Homogeneous to Domain-Wall-Mediated Polarization Switching in BaTiO3: A Machine-Learning Molecular Dynamics Study
by: Chen, Po-Yen, et al.
Published: (2026)
by: Chen, Po-Yen, et al.
Published: (2026)
Observing Nucleation and Crystallization of Rocksalt LiF from Molten State through Molecular Dynamics Simulations with Refined Machine-Learned Force Field
by: Xu, Boyuan, et al.
Published: (2025)
by: Xu, Boyuan, et al.
Published: (2025)
Domain-Wall Mediated Polarization Switching in Ferroelectric AlScN: Strain Relief and Field-Dependent Dynamics
by: Zheng, Xiangyu, et al.
Published: (2025)
by: Zheng, Xiangyu, et al.
Published: (2025)
Undamped Soliton-like Domain Wall Motion in Sliding Ferroelectrics
by: Shi, Yubai, et al.
Published: (2025)
by: Shi, Yubai, et al.
Published: (2025)
Machine Learning Accelerates Raman Computations from Molecular Dynamics for Materials Science
by: Egger, David A., et al.
Published: (2025)
by: Egger, David A., et al.
Published: (2025)
Incongruent Melting and Phase Diagram of SiC from Machine Learning Molecular Dynamics
by: Xie, Yu, et al.
Published: (2025)
by: Xie, Yu, et al.
Published: (2025)
Scaling of Structure and Dynamics in Molecular Liquids: Insights from Pressure Experiments and Molecular Dynamics
by: Lørup, Erik
Published: (2025)
by: Lørup, Erik
Published: (2025)
Benchmarking Machine Learning Approaches for Polarization Mapping in Ferroelectrics Using 4D-STEM
by: Martinc, Matej, et al.
Published: (2026)
by: Martinc, Matej, et al.
Published: (2026)
Curvature-Controlled Polarization in Adaptive Ferroelectric Membranes
by: Segantini, Greta, et al.
Published: (2025)
by: Segantini, Greta, et al.
Published: (2025)
Modulation of Polarization and Metallicity in Janus Sliding Ferroelectrics
by: Mahajan, Akshay, et al.
Published: (2025)
by: Mahajan, Akshay, et al.
Published: (2025)
Polarization Saturation in Multi-layered Interfacial Ferroelectrics
by: Cao, Wei, et al.
Published: (2024)
by: Cao, Wei, et al.
Published: (2024)
Stability and Dynamics of Sn-based Halide Perovskites: Insights from MACE-MP-0 and Molecular Dynamics Simulations
by: Puccinelli, Thiago, et al.
Published: (2025)
by: Puccinelli, Thiago, et al.
Published: (2025)
INN-FF: A Scalable and Efficient Machine Learning Potential for Molecular Dynamics
by: Mehereen, Taskin, et al.
Published: (2025)
by: Mehereen, Taskin, et al.
Published: (2025)
Intervention Strategies for Polarization Switching in Hybrid Improper Ferroelectrics
by: Ghosh, Ayana, et al.
Published: (2025)
by: Ghosh, Ayana, et al.
Published: (2025)
Machine Learning Small Polaron Dynamics
by: Birschitzky, Viktor C., et al.
Published: (2024)
by: Birschitzky, Viktor C., et al.
Published: (2024)
Competing Hydrogenation Pathways to Metastable CaH$_6$ Revealed by Machine-Learning-Potential Molecular Dynamics
by: Sato, Ryuhei, et al.
Published: (2026)
by: Sato, Ryuhei, et al.
Published: (2026)
Accurate Description of Ion Migration in Solid-State Ion Conductors from Machine-Learning Molecular Dynamics
by: Miyagawa, Takeru, et al.
Published: (2024)
by: Miyagawa, Takeru, et al.
Published: (2024)
Turning Insulators into Accelerators: Deciphering the Interfacial Conductivity Boost in ZrO2-Li2ZrCl6 Composites through Machine Learning Molecular Dynamics Simulations
by: Xu, Boyuan, et al.
Published: (2026)
by: Xu, Boyuan, et al.
Published: (2026)
Domain Dynamics Response to Polarization Switching in Relaxor Ferroelectrics
by: Yang Li, et al.
Published: (2024)
by: Yang Li, et al.
Published: (2024)
Constant-Potential Machine Learning Molecular Dynamics Simulations Reveal Potential-Regulated Cu Cluster Formation on MoS$_{2}$
by: Zhou, Jingwen, et al.
Published: (2024)
by: Zhou, Jingwen, et al.
Published: (2024)
Probing Rate-Dependent Liquid Shear Viscosity Using Combined Machine Learning and Non-Equilibrium Molecular Dynamics
by: Gao, Hongyu, et al.
Published: (2025)
by: Gao, Hongyu, et al.
Published: (2025)
Embedded Ferroelectric Nanoclusters can drive Polarization Reversal in a Non-Ferroelectric Polar Film via the Proximity Effect
by: Morozovska, Anna N., et al.
Published: (2026)
by: Morozovska, Anna N., et al.
Published: (2026)
Polarization-Magnetization Coupling in Visible Light Ferroelectric Double Perovskites
by: Buvaneswaran, Sathiyamoorthy, et al.
Published: (2025)
by: Buvaneswaran, Sathiyamoorthy, et al.
Published: (2025)
Dynamics of Polyalkylfluorene Conjugated Polymers: Insights from Neutron Spectroscopy and Molecular Dynamics Simulations
by: Zbiri, Mohamed, et al.
Published: (2024)
by: Zbiri, Mohamed, et al.
Published: (2024)
Similar Items
-
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP2S6 Bilayers
by: Bai, Dongyu, et al.
Published: (2025) -
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP 2 S 6 Bilayers
by: Dongyu Bai, et al.
Published: (2025) -
Ferroelectric Domains and Evolution Dynamics in Twisted CuInP 2 S 6 Bilayers (Small Methods 1/2026)
by: Dongyu Bai, et al.
Published: (2026) -
Microscopic Modeling of Polarization Dynamics in Leaky Dielectrics: Insights into Ferroelectric-Like Behavior
by: Silva, Igor Ricardo Filgueira e, et al.
Published: (2024) -
Photostriction-tunable Polarization and Structural Dynamics in Interlayer Sliding Ferroelectrics
by: Yang, Kun, et al.
Published: (2025)