2016 − 2021   美国加州大学洛杉矶分校（UCLA），土木与环境工程系，博士

2018 − 2020   美国加州大学洛杉矶分校（UCLA），电子与计算机工程系，双学位硕士

2013 − 2016   四川大学高分子科学与工程学院，材料学，硕士

2012 − 2014   四川大学商学院，双学位学士

2010 − 2013   四川大学高分子科学与工程学院，高分子材料与工程，学士

2022 − 至今   四川大学高分子科学与工程学院，特聘副研究员

2021 − 2022   美国加州大学洛杉矶分校（UCLA），博士后研究员

机器学习与计算材料学研究

通讯地址：四川省成都市一环路南一段24号高分子科学与工程学院，邮编610065

Email：happylife@ucla.edu

个人主页：http://www.ppescu.com/show-3-21-1.html

[1]    H. Liu, Z. Zhao, Q. Zhou, R. Chen, K. Yang, Z. Wang, L. Tang, M. Bauchy. Present Challenges and Future Developments in Atomistic Modeling of Glasses: A Review. Comptes Rendus Geoscience 2022, doi.org/10.5802/crgeos.116.

[2]    H. Liu, S. Xiao, L. Tang, E. Bao, E. Li, C. Yang, Z. Zhao, G. Sant, M. Smedskjaer, L. Guo, M. Bauchy. Predicting the Early-Stage Creep Dynamics of Gels from Their Static Structure by Machine Learning. Acta Materialia 2021, 210, 116817.

[3]    H. Liu, Y. Liu, Z. Zhao, S. Schoenholz, E. Cubuk, M. Bauchy. End-to-End Differentiability and Tensor Processing Unit Computing to Accelerate Materials’ Inverse Design. Workshop on machine learning for engineering modeling, simulation and design @ NeurIPS 2020.

[4]    H. Liu, Y. Li, Z. Fu, K. Li, M. Bauchy. Exploring the Landscape of Buckingham Potentials for Silica by Machine Learning: Soft vs Hard Interatomic Forcefields. Journal of Chemical Physics 2020, 152, 051101.

[5]    H. Liu, Z. Fu, K. Yang, X. Xu, M. Bauchy. Machine Learning for Glass Science and Engineering: A Review. Journal of Non-Crystalline Solids: X 2019, 4, 100036.

[6]    H. Liu, T. Zhang, N. Krishnan, M. Smedskjaer, J. Ryan, S. Gin, M. Bauchy. Predicting the Dissolution Kinetics of Silicate Glasses by Topology-informed Machine Learning, npj Materials Degradation 2019, 3, 32.

[7]    H. Liu, L. Tang, N. Krishnan, G. Sant, M. Bauchy. Structural Percolation Controls the Precipitation Kinetics of Colloidal Calcium–Silicate–Hydrate Gels. Journal of Physics D: Applied Physics 2019, 52, 315301.

[8]    H. Liu, Z. Fu, Y. Li, N. Sabri, M. Bauchy. Parameterization of Empirical Forcefields for Glassy Silica Using Machine Learning. MRS Communications 2019, 9, 593.

[9]    H. Liu, S. Dong, L. Tang, N. Krishnan, E. Masoero, G. Sant, M. Bauchy. Long-Term Creep Deformations in Colloidal Calcium–Silicate–Hydrate Gels by Accelerated Aging Simulations. Journal of Colloid and Interface Science 2019, 542, 339.

[10]  H. Liu, Z. Fu, Y. Li, N. Sabri, M. Bauchy. Balance between Accuracy and Simplicity in Empirical Forcefields for Glass Modeling: Insights from Machine Learning. Journal of Non-Crystalline Solids 2019, 515, 133.

[11]  H. Liu, S. Dong, L. Tang, N. Krishnan, G. Sant, M. Bauchy. Effects of Polydispersity and Disorder on the Mechanical Properties of Hydrated Silicate Gels. Journal of the Mechanics and Physics of Solids 2019, 122, 555.

[12]  H. Liu, T. Du, N. Krishnan, H. Li, M. Bauchy. Topological Optimization of Cementitious Binders: Advances and Challenges. Cement and Concrete Composites 2019, 101, 5.

[13]  H. Liu, G. Huang, J. Zeng, L. Xu, X. Fu, S. Wu, J. Zheng, J. Wu. Observing Nucleation Transition in Stretched Natural Rubber through Self-seeding. Journal of Physical Chemistry B 2015, 119, 11887.

[14]  H. Liu, G. Huang, L. Wei, J. Zeng, X. Fu, C. Huang, J. Wu. Inhomogeneous Natural Network Promoting Strain-induced Crystallization: A Mesoscale Model of Natural Rubber. Chinese Journal of Polymer Science 2019, 37, 1142.

[15]  H. Liu, M. Zhou, Y. Zhou, S. Wang, G. Li, L. Jiang, Y. Dan. Aging Life Prediction System of Polymer Outdoors Constructed by ANN. 1. Lifetime Prediction for Polycarbonate. Polymer Degradation and Stability 2014, 105, 218.

[16]  S. Xiao, H. Liu, E. Bao, E. Li, C. Yang, Y. Tang, J. Zhou, M. Bauchy. Finding Defects in Disorder: Strain-dependent Structural Fingerprint of Plasticity in Granular Materials. Applied Physics Letters 2021, 119, 241904.

[17]  Tao. Du, H. Liu, L. Tang, S. Sørensen, M. Bauchy, M. Smedskjaer. Predicting Fracture Propensity in Amorphous Alumina from its Static Structure using Machine Learning. ACS Nano 2021, 15, 11, 17705–17716.

[18]  L. Tang, H. Liu, G. Ma, T. Du, N. Mousseau, W. Zhou, M. Bauchy. The Energy Landscape Governs Ductility in Disordered Materials. Materials Horizons 2021, 8, 1242-1252.

[19]  Y. Zhang, H. Liu, Z. Chen, J. W. Ju, M. Bauchy. Deconstructing Water Sorption Isotherms in Cement Pastes by Lattice Density Functional Theory Simulations. Journal of the American Ceramic Society 2021, 104, 4226-4238.

[20]  R. Christensen, S. Sørensen, H. Liu, K. Li, M. Bauchy, M. Smedskjaer. Interatomic Potential Parameterization Using Particle Swarm Optimization: Case Study of Glassy Silica. Journal of Chemical Physics 2021, 154, 134505.

[21]  L. Tang, G. Ma, H. Liu, W. Zhou, M. Bauchy. Bulk Metallic Glasses’ Response to Oscillatory Stress Is Governed by the Topography of the Energy Landscape. Journal of Physical Chemistry B 2020, 124, 11294.

[22]  C. Zhao, W. Zhou, Q. Zhou, Y. Zhang, H. Liu, G. Sant, X. Liu, L. Guo, M. Bauchy. Precipitation of Calcium–Alumino–Silicate–Hydrate Gels: The Role of the Internal Stress. Journal of Chemical Physics 2020, 153, 014501.

[23]  L. Xu, C. Huang, M. Luo, W. Qu, H. Liu, Z. Gu, L. Jing, G. Huang, J. Zheng. A Rheological Study on Non-rubber Component Networks in Natural Rubber. RSC Advances 2015, 5, 91742.

[24]  C. Huang, G. Huang, S. Li, M. Luo, H. Liu, X. Fu, W. Qu, Z. Xie, J. Wu. Research on Architecture and Composition of Natural Network in Natural Rubber. Polymer 2018, 154, 90.

[25]  J. Wu, W. Qu, G. Huang, S. Wang, C. Huang, H. Liu. Super-Resolution Fluorescence Imaging of Spatial Organization of Proteins and Lipids in Natural Rubber. Biomacromolecules 2017, 18, 1705.