activity
20192025
most citedGraph Dynamical Networks for Unsupervised Learning of Atomic Scale Dynamics in Materials

145 citations · 230 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2025

A Large-Language-Model Assisted Automated Scale Bar Detection and Extraction Framework for Scanning Electron Microscopic Images

Yuxuan Chen, Ruotong Yang, Zhengyang Zhang +2

Microscopic characterizations, such as Scanning Electron Microscopy (SEM), are widely used in scientific research for visualizing and analyzing microstructures. Determining the sca…

cond-mat.mtrl-sci2023

Multi-objective Generative Design of Three-Dimensional Composite Materials

Zhengyang Zhang, Han Fang, Zhao Xu +3

Composite materials with 3D architectures are desirable in a variety of applications for the capability of tailoring their properties to meet multiple functional requirements. By t…

cond-mat.soft2022★ 1 cited

Conformation-Induced Stiffening Effect of Crosslinked Polymer Thin Films

Zhengyang Zhang, Pei Bai, Yuhan Xiao +2

Nanoscale polymeric thin films are widely used in diverse applications such as energy devices, flexible electronics and biosensors, where a satisfactory mechanical performance is o…

cond-mat.mtrl-sci2022★ 1 cited

Revealing atomistic mechanisms of gold-catalyzed germanium growth using molecular dynamics simulations

Zhiyi Wang, Jixin Wu, Yanming Wang

The vapor-liquid-solid (VLS) method is considered a plausible technique for synthesizing germanium (Ge) nanostructures (e.g. nanowires), which have a broad range of applications du…

cond-mat.mtrl-sci2021★ 83 cited

Accelerating amorphous polymer electrolyte screening by learning to reduce errors in molecular dynamics simulated properties

Tian Xie, Arthur France-Lanord, Yanming Wang +8

Polymer electrolytes are promising candidates for the next generation lithium-ion battery technology. Large scale screening of polymer electrolytes is hindered by the significant c…

cond-mat.soft2019

Topological origin of strain induced damage of multi-network elastomers by bond breaking

Yikai Yin, Nicolas Bertin, Yanming Wang +2

Elastomers that can sustain large reversible strain are essential components for stretchable electronics. The stretchability and mechanical robustness of unfilled elastomers can be…

cond-mat.mtrl-sci2019★ 145 cited

Graph Dynamical Networks for Unsupervised Learning of Atomic Scale Dynamics in Materials

Tian Xie, Arthur France-Lanord, Yanming Wang +2

Understanding the dynamical processes that govern the performance of functional materials is essential for the design of next generation materials to tackle global energy and envir…