教育经历
工作经历
研究
为各种模拟体系开发基于深度学习方法的势能，包括碳氢燃料燃烧、RNA催化反应、药物发现和精密医学。
发表文章
Combined QM/MM, Machine Learning Path Integral Approach to Compute Free Energy Profiles and Kinetic Isotope Effects in RNA Cleavage Reactions
Timothy J. Giese, Jinzhe Zeng, Şölen Ekesan, Darrin M. York
Journal of Chemical Theory and Computation, 2022.
DOI: 10.1021/acs.jctc.2c00151
Ab Initio Neural Network MD Simulation of Thermal Decomposition of High Energy Material CL-20/TNT
Liqun Cao, Jinzhe Zeng, Bo Wang, Tong Zhu, John Z.H. Zhang
Physical Chemistry Chemical Physics, 2022, 24, 11801–11811.
DOI: 10.1039/D2CP00710J
Development of Range-Corrected Deep Learning Potentials for Fast, Accurate Quantum Mechanical/molecular Mechanical Simulations of Chemical Reactions in Solution
Jinzhe Zeng, Timothy J. Giese, ̧Sölen Ekesan, Darrin M. York
Journal of Chemical Theory and Computation, 2021, 17 (11), 6993–7009.
DOI: 10.1021/acs.jctc.1c00201
Fragment-based Ab Initio Molecular Dynamics Simulation for Combustion
Liqun Cao, Jinzhe Zeng, Mingyuan Xu, Chih-Hao Chin, Tong Zhu, John ZH Zhang
Molecules, 2021, 26 (11), 3120.
DOI: 10.3390/molecules26113120
Exploring the Chemical Space of Linear Alkane Pyrolysis via Deep Potential GENerator
Jinzhe Zeng, Linfeng Zhang, Han Wang, Tong Zhu
Energy & Fuels, 2021, 35 (1), 762–769.
DOI: 10.1021/acs.energyfuels.0c03211
Complex reaction processes in combustion unraveled by neural network-based molecular dynamics simulation
Jinzhe Zeng, Liqun Cao, Mingyuan Xu, Tong Zhu, John Z. H. Zhang
Nature Communications, 2020, 11, 5713.
DOI: 10.1038/s41467-020-19497-z
DP-GEN: A concurrent learning platform for the generation of reliable deep learning based potential energy models
Yuzhi Zhang, Haidi Wang, Weijie Chen, Jinzhe Zeng, Linfeng Zhang, Han Wang, Weinan E
Computer Physics Communnications, 2020, 253, 107206.
DOI: 10.1016/j.cpc.2020.107206
ReacNetGenerator: an automatic reaction network generator for reactive molecular dynamics simulations
Jinzhe Zeng, Liqun Cao, Chih-Hao Chin, Haisheng Ren, John Z. H. Zhang, Tong Zhu
Physical Chemistry Chemical Physics, 2020, 22 (2), 683–691.
DOI: 10.1039/C9CP05091D
Understanding the selectivity of inhibitors toward PI4KIII$\alpha$ and PI4KIII$\beta$ based molecular modeling
Shuaizhen Tian, Jinzhe Zeng, Xiao Liu, Jianzhong Chen, John ZH Zhang, Tong Zhu
Physical Chemistry Chemical Physics, 2019, 21 (39), 22103–22112.
DOI: 10.1039/C9CP03598B
Inorganic-Organic Hybrid Tongue-Mimic for Time-Resolved Luminescent Noninvasive Pattern and Chiral Recognition of Thiols in Biofluids toward Healthcare Monitoring
Xin-Yue Han, Zi-Han Chen, Jin-Zhe Zeng, Qian-Xi Fan, Zheng-Qi Fang, Guoyue Shi, Min Zhang
ACS Applied Materials & Interfaces, 2018, 10 (37), 31725–31734.
DOI: 10.1021/acsami.8b13498