Zhenpeng YAO

  • 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)