2 papers
cs.LG2025
Heterogeneous Metamaterials Design via Multiscale Neural Implicit Representation
Hongrui Chen, Liwei Wang, Levent Burak Kara
Metamaterials are engineered materials composed of specially designed unit cells that exhibit extraordinary properties beyond those of natural materials. Complex engineering tasks…
cs.NE2024
Multi-scale Topology Optimization using Neural Networks
Hongrui Chen, Xingchen Liu, Levent Burak Kara
A long-standing challenge is designing multi-scale structures with good connectivity between cells while optimizing each cell to reach close to the theoretical performance limit. W…