
Research Interests:
Rational Design of Biomacromolecules.
Personal Homepage:
https://ml-biomat.com
Research Achievements:
[8] Yang Y., Jing R., Lei C. et al., A manufacturability-informed topology framework for AI-guided design of fibrous network materials [J], Nature Communications (2026, in press).
[7] Zhou Y.#, Yang S.#, Cao L., Ren J., Bai R., Yang Y. et al., A percolation-based theoretical model reveals the structural origin of strain-stiffening in semiflexible fibrous networks [J], Soft Matter 22, 4371–4381(2026).
[6] Ma C.#, Ma X.#, Yang Y.# et al., Processing-history-programmed silk fibers integrating mechanical robustness, ionic conduction, and optical waveguiding for intelligent wearables [J], Advanced Functional Materials 36, e76164(2026).
[5] Yang S.#, Yang Y.#, Huang C. et al., Physics-informed graph neural networks for predicting deformation in disordered fibrous materials [J], Nano Letters 25, 205–213 (2025).
[4] Yang Y.#, Cao L., Ren J . et al., Artificial intelligence for fibrous network design and mechanics [J], AI for Science 1, 012001 (2025).
[3] Yang Y.#, Bai R.#, Gao W. et al., Optimizing Biomimetic Three-Dimensional Disordered Fibrous Network Structures for Lightweight, High-Strength Materials via Deep Reinforcement Learning[J], Advanced Science 12, e2413293 (2024).
[2] Ye C.#, Zhang H.#, Yang Y. et al., Sustainable Skin-Mimicking Silk Fibroin Ionic Touch Screens for Flexible Biodegradable Electronics with Integrated AI and IoT Functionality[J], Advanced Materials 37, e2412972 (2024).
[1] Yang S.#, Zhao C.#, Yang Y. et al., The Fractal Network Structure of Silk Fibroin Molecules and Its Effect on Spinning of Silkworm Silk[J], ACS Nano 17, 7662-7673 (2023).
Research Interests:
Second-Class Prize, Achievement Award of the Invention and Entrepreneurship Award, China Association of Inventions (as the 3rd contributor), 2026.