郭峰简介
副教授，硕士导师，四川大学理学博士。
主要从事机器学习在分子模拟中的应用、机器学习在新材料设计中的应用、基于机器学习的晶结构搜索等方面的研究。在Journal of Physics Chemistry A, Comupatation Materail Science, Chinese Physcis B等期刊发表被SCI、EI收录的论文20余篇，作为负责人主持国家自然科学基金项目1项，作为主要研究人员参加省自然科学基金1项，横向课题一项。承担本科生《面向对象程序设计》, 承担研究生《随机过程》、《机器学习及应用》等教学工作。
Email:fengguo@lcu.edu.cn
主持承担国家级课题
2015年获得青年科学基金项资助，资助金额20万，资助项目名称，“含能材料冲击Hugoniot曲线的分子动力学方法理论研究”，项目批准号：11504153。
代表性文章
1. Teng-shuo Song, Feng Guo et.al., HGAT-BR: Hyperedge-based graph attention network for basket recommendation, Applied Intelligence, 2022.
2. Li-Yuan Xue, Feng Guo et.al., ReaxFF-MPNN machine learning potential: a combination of reactive force field and message passing neural networks,Physical Chemistry Chemical Physics, 23, 19457-19464, 2021.
3. Feng Guo*, Yu-Shi Wen, Shi-Quan Feng, Xiao-Dong Li, Heng-Shuai Li, Shou-Xin Cui, Zhen-Rong Zhang, Hai-Quan Hu, Gui-Qing Zhang , and Xin-Lu Cheng, Intelligent-ReaxFF: Evaluating the reactive force field parameters with machine learning, Comp. Mater. Sci. 172, 109393, 2020.
4. Xiaona Huang, Feng Guo, et al., Anisotropic Hydrogen Bond Structures and Orientation 2Dependence of Shock Sensitivity in Crystalline 1,3,5-tri-amino-2,4,6-tri-nitrobenzene (TATB), Phys. Chem. Chem. Phys., 2020, DOI:10.1039/C9CP06208D.
5.Shiquan Feng Feng Guo et al., Ab-initio molecular dynamics study on chemical decomposition reaction of α-HMX, Chemical Physics Letters 748, 2020, 137394.
6. Feng Guo*, Hong Zhang, Hai Quan Hu, Xin Lu Cheng, Hugoniot curve calculation of nitromethane decomposition mixtures: A reactive force field molecular dynamics approach, Chinese Physics B, 2015, 24, 11:118201.
7. Feng Guo*, Hong Zhang, Hai Quan Hu, Xin Lu Cheng, Effects of hydrogen bonds to solid state TATB, RDX, and DATB under high pressures, Chinese Physics B, 2014, 23:046501..
8. Feng Guo*, Xin Lu Cheng, Hong Zhang, Reactive Molecular Dynamics Simulation of Solid Nitromethane Impact on (010) Surfaces Induced and Non-Impact Thermal Decomposition. Journal of Physics Chemistry A, 2012,116:3515-3520 .
9.Feng Guo*, Xin Lu Cheng, Hong Zhang, ReaxFF Molecular Dynamics Study of Initial Mechanism of JP-10 Combustion. Combustion Science and Technology, 2012, 184: 1233-1243.
10. XiaoXu Jiang, GuanYu Chen, XinLu Cheng, YuTong Li, and Feng Guo, Phase Transition and Chemical Decomposition of Liquid Oxygen and Nitrogen Mixture under High Pressures, J. Phys. Chem. C 2016, 120, 13366−13374.
11. Feng ShiQuan and Guo Feng et al., Theoretical investigations of physical stability, electronic properties and hardness of transition-metal tungsten borides WBx(x = 2.5, 3), Chemical Physics Letters 635 (2015) 205–209
12. Hengshuai Li, Haiquan Hu, Chenglin Bai, Chunjiang Bao, Zhenbao Feng, Feng Guo, The metal-free magnetism and ferromagnetic narrow gap semiconductor properties in graphene-like carbon nitride, Physica B: Condensed Matter 555 (2019) 91–95.
13. Yushi Wen and Feng Guo et al., Twin Induced Sensitivity Enhancement of HMX versus Shock: A Molecular Reactive Force Field Simulation, J. Phys. Chem. C 2013, 117, 46, 24368-24374.
服务性事项
在学院主要担任《面向对象程序设计》、《随机过程》、《机器学习及应用》课程的教学工作。目前在光通信重点实验室主要从事机器学习在材料模拟中的应用等领域的研究工作。