杨云浩

2026-01-08

研究方向:

生物大分子理性设计。


个人主页:

https://ml-biomat.com


科研成果:


[10] Yang Y., Sun S., Xu C. et al., Machine Learning–Driven Structural Optimization of Zigzag Silk Fibroin Ionic Conductors for Spatially Resolved Wearable Motion Detection [J], npj Flexible Electronics (2026).

[9] Chi Q., Liu Y., Yang Y. et al., Study of Structure-Property Relationship in Silkworm Cocoons for Bio-inspired Design and Fabrication [J], Acta PolymericaSinica (2026). 26163.

[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).

[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).



个人奖:

世界人工智能开源大赛 • AI for Research 亚军(2026)

瑞清冠名奖学金(2026)


全体奖:

上海市科技进步奖提名 第3完成人 (2026)

中国产学研合作促进会 科技创新奖提名 第3完成人 (2026)

中国发明协会 发明创业奖成果奖二等奖 第3完成人 (2026)