Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Machine learning molecular dynamics is presented as a route to capture polarization switching, domain wall kinetics, topological polar textures, and polar mechanical coupling beyond the limits of conventional atomistic methods. This Perspective surveys recent progress and identifies key methodological directions, including long‐range electrostatics ...
Dongyu Bai +3 more
wiley +1 more source
Transcutaneous auricular vagus nerve stimulation after cesarean delivery: current evidence and trial design priorities. [PDF]
Zeng Q, Cui H, Guo S, Li C, Zhang Y.
europepmc +1 more source
A versatile framework integrates addressable electrothermal actuation and strain‐constraint mechanisms to construct programmable shape‐morphing soft matter systems. By combining an analytical inverse design strategy for high‐fidelity 3D surface reconstruction with deep learning‐based closed‐loop control, this approach enables zero‐energy shape locking,
Kai Liu +5 more
wiley +1 more source
Nanosecond pulsed field ablation for paroxysmal atrial fibrillation: feasibility, safety, and skeletal muscle activation. [PDF]
Li W +14 more
europepmc +1 more source
Hydrogen‐driven iron oxide reduction, water‐iron corrosion, and hydrogen embrittlement of metallic iron share the same Fe‐O‐H chemistry. A general‐purpose Atomic Cluster Expansion potential covers this chemistry across the full concentration range with explicit Ising‐like treatment of magnetism.
Baptiste Bienvenu +5 more
wiley +1 more source
Integrating habitat suitability, phytochemical quality, and landscape stability to identify conservation priorities for <i>Arnebia guttata</i> Bunge under climate change in East Asia. [PDF]
Bi Y +10 more
europepmc +1 more source
Detecting Phase Transitions from Data Using Generative Learning. [PDF]
Zhou X, Mi Y, Zhang P.
europepmc +1 more source
Radiofrequency Ablation for Atrial Arrhythmia After Esophagectomy. [PDF]
Li Y +6 more
europepmc +1 more source
Modeling the Niche Suitability of Grey Crowned Crane (<i>Balearica regulorum</i>) to Inform Conservation Strategies in Kenya. [PDF]
Wachu CM +4 more
europepmc +1 more source
Biophysically constrained learning from healthy neural priors improves motor decoding in pathological cortical networks. [PDF]
Wu Y +11 more
europepmc +1 more source

