教育经历
- 2017-2021，亚琛工业大学，博士
- 2014-2017，北京科技大学，新金属材料国家重点实验室，硕士
- 2010-2014，北京科技大学，材料科学与工程，本科
工作经历
- 2023-2024，马克思普朗克钢铁研究所，我领导基于人工智能的材料科学研究小组，进行基于人工智能的先进合金设计，数据挖掘，实验数据分析和可解释人工智能研究工作
- 2021-2023，马克思普朗克钢铁研究所，基于人工智能和机器学习的三维原子探针数据分析
研究领域
- 基于人工智能和机器学习的合金设计
科研项目
- 国家自然科学基金青年科学基金项目
- 国家自然科学基金海外优秀青年基金
- 交大2030项目
奖励与荣誉
- 国家自然基金委优秀青年（海外）
- 上海领军人才（海外）
代表性论文著作
- J. Yin, Z.Y. Rao*, D. Wu, H. Lv, H. Ma, T. Long, J. Kang, Q. Wang, Y. Wang, R. Su, Interpretable predicting creep rupture life of superalloys: enhanced by domain‐specific knowledge, Advanced Science, 2024, 10, 2307982-2307997.
- Z.Y. Rao, Y. Li, H. Zhang, T. Colnaghi, A. Marek, M. Rampp, B. Gault, Direct recognition of crystal structures via three-dimensional convolutional neural networks with high accuracy and tolerance to random displacements and missing atoms, Scripta Materialia, 2023, 234, 115542.
- Z.Y. Rao, P.Y. Tung, R. Xie, Y. Wei, H. Zhang, A. Ferrari, T.P.C. Klaver, F. Körmann, T.S. Prithiv, A. K. da Silva, Y. Chen, Z. Li, D. Ponge, J. Neugebauer, O. Gutfleisch, S. Bauer, D. Raabe, Machine learning-enabled high-entropy alloy discovery, Science, 2022, 378, 78-85.
- Z.Y. Rao, H. Springer, D. Ponge, Z. Li; Combinatorial development of multicomponent Invar alloys via rapid alloy prototyping, Materialia, 2022, 21, 101326.
- Z.Y. Rao, B. Dutt, F. Körmann, W. Lu, X. Zhou, C. Liu, A.K. da Silva, U. Wiedwald, M. Spasova, M. Farle, D. Ponge, B. Gault, J. Neugebauer, D. Raabe, Z. Li, Beyond solid solution high‐entropy alloys: tailoring magnetic properties via spinodal decomposition, Advanced Functional Materials, 2021, 31, 2007668-2007668.
- Z.Y. Rao, A. Çakır, Ö. Özgün, D. Ponge, D. Raabe, Z. Li, M. Acet, 3d transition-metal high-entropy Invar alloy developed by adjusting the valence-electron concentration, Physical Review Materials, 2021, 5, 044406.
- C. Liu, W. Lu, W. Xia, C. Du, Z. Rao, J. P. Best, S. Brinckmann, J. Lu, B. Gault, G. Dehm, G. Wu, Z. Li, D. Raabe, Massive interstitial solid solution alloys achieve near-theoretical strength, Nature Communications 13.1 (2022): 1-9.
- L. Han, Z. Rao, I. R S. Filho, F. Maccari, Y.Wei, G. Wu, A. Ahmadian, X. Zhou, O. Gutfleisch, D. Ponge, D. Raabe, Z. Li, Ultrastrong and ductile soft magnetic high‐entropy alloys via coherent ordered nanoprecipitates, Advanced Materials 33.37 (2021): 2102139.
- Han L, Zhu S, Rao Z, et al. Multifunctional high-entropy materials[J]. Nature Reviews Materials, 2024: 1-20.