2 papers
cond-mat.dis-nn2026
A General-purpose Solver of Fourier Neural Swarm Operator Towards Accurate and Efficient Mechanical Modeling of Ultra Large Composite Materials
Lekun Gao, Shaohua Chen
Composite media with complex microstructures exhibit highly tailorable mechanical properties but remain challenging to model efficiently and accurately. Conventional homogenization…
cond-mat.dis-nn2026
Neural-Embedded Graphical Model for Self-Consistent Hierarchical Upscaling of Complex Composites
Nuo Xu, Shaohua Chen
A persistent challenge in computational physical modeling is the substantial disparity between the characteristic length scales of microstructures and macroscopic structural compon…