Associate Professor
Email address: z.yao@sjtu.edu.cn
EDUCATION
WORKING EXPERIENCE
RESEARCH
HONORS AND AWARDS
PUBLICATIONS
2012-2018 Ph.D. in Materials Science and Engineering, Northwestern University
2009-2012 M.S. in Mechanical Engineering, Shanghai Jiao Tong University
2004-2008 B.S. in Mechanical Engineering, Huazhong University of Science and Technology
2018-2021 Research Associate, Department of Chemistry & Chemical Biology, Harvard University
Develop sophisticated computational models, automated computation frameworks, intelligible machine learning algorithms, sensory and sensible self-driving laboratories for the design and discovery of materials aiming at energy harvesting, storage, and conversion.
2021 Overseas High-level Talent, Ministry of Science and Technology, China.
Q. Wang†, Z. Yao†, J. Wang, H. Guo, C. Li, D. Zhou, X. Bai, H. Li, B. Li, M. Wagemaker, C. Zhao, Chemical short-range disorder in lithium oxide cathodes, Nature, 629, 341–347 (2024). (†: Equal Contribution)
Z. Yao, Y. Lum, A. Johnston, L. M. Mejia-Mendoza, X. Zhou, Y. Wen, A. Aspuru-Guzik, E. Sargent, Z.W. Seh, Machine Learning for a Sustainable Energy Future, Nature Reviews Materials, 8, 201–215 (2022). (*: Corresponding author)
M. Krenn, R. Pollice, S. Y. Guo, M. Aldeghi, A. Cervera-Lierta, P. Friederich, G. dos Passos Gomes, F. Hase, A. Jinich, A. Nigam, Z. Yao, A. Aspuru-Guzik, On scientific understanding with artificial intelligence, Nature Reviews Physics, 4, 12, 761–769 (2022).
Z. Yao, B. Sánchez-Lengeling, N. S. Bobbitt, B. J. Bucior, S. G. H. Kumar, S. P. Collins, T. Burns, T. K. Woo, O. K. Farha, R. Q. Snurr, A. Aspuru-Guzik, Inverse design of nanoporous crystalline reticular materials with deep generative models, Nature Machine Intelligence, 3, 76–86 (2021). (*: Corresponding author)
C. Zhao†, Q. Wang†, Z. Yao†, B. Sánchez-Lengeling, J. Wang, X. Bai, B. Li, A. Aspuru-Guzik, M. Wagemaker, L. Chen, Y.-S. Hu, Rational design of layered oxide materials for sodium-ion batteries, Science, 370, 6517, 708–711 (2020). (†: Equal Contribution)
Z. Yao, V. Hegde, A. Aspuru-Guzik, C. Wolverton, Discovery of the calcium-metal alloy anodes for reversible Ca-ion batteries, Advanced Energy Materials, 9, 1802994 (2019).
Z. Yao, S. Kim, J. He, V. I. Hegde, C. Wolverton, Interplay of Cation and Anion Redox in Li4Mn2O5 Material and Prediction of Improved Li4(Mn,M)2O5 Cathodes for Li-ion Batteries. Science Advances, 4, eaao6754 (2018).
C. Zhan†, Z. Yao†, J. Lu, L. Ma, V. Maroni, L. Li, E. Lee, E. E. Alp, T. Wu, J. Wen, Y. Ren, C. S. Johnson, M. M. Thackeray, M. Chan, C. Wolverton, K. Amine, Enabling the High Capacity of Lithium-rich Anti-fluorite Lithium Iron Oxide by Simultaneous Anionic and Cationic Redox, Nature Energy, 2, 963–971 (2017). (†: Equally contribution, Featured Article).
P. Liu, N. Sun, J. Su, Y. Wang, Z. Peng, S. Chen, P. Papangelakis, A. Ozden, R. Miao, Y. Xu, J. Zeng, H. Wang, H. Liu, Y. Zhao, S. Shi, M. Shakouri, H. Liang, H. Zhang, Y. Hu, Z. Yao*, D. Sinton, J. Li*, Facilitating ethanol electrosynthesis through cross-coupling of CO and CHx via C-O cleavage, Nature Synthesis, (2025). (*: Corresponding author)
Q. Wang†, C. Zhao†, Z. Yao†, S. Wang, S. G. H. Kumar, S. Ganapathy, S. Eustace, X. Bai, B. Li, M. Wagemaker, High Entropy Liquid Electrolytes for Lithium Batteries, Nature Communications, 14, 440 (2023). (†: Equal Contribution)