
Nature Communications · 2026
Manufacturability-informed design of fibrous networks
Connecting continuous fiber paths, topology generation and mechanics to guide the design of printable network materials.
Yunhao Yang · Fudan University

Nature Communications · 2026
Connecting continuous fiber paths, topology generation and mechanics to guide the design of printable network materials.

Advanced Science · 2025
Deep reinforcement learning for the design of biomimetic three-dimensional fibrous networks.
Why can a liquid become a connected load-bearing material? How does a sparse set of conducting fillers span a specimen? Begin with shapes that remain irregular under magnification, then follow connection, mechanical support and solvent uptake to distinguish gel formation from gel-volume transitions.
Build a small-data regression workflow for fiber mechanics, from specimen features and preprocessing to model comparison. Examine cross-validation, bootstrap variation, and feature importance to connect numerical predictions with material descriptors.
Set up isolated Python environments, install the scientific stack, and connect the right interpreter to JupyterLab and VS Code. Learn how to diagnose package conflicts and reproduce a working setup.