研究员
材料科学与工程
huanghy@mater.ustb.edu.cn
个人信息:
1979年生,工学博士,研究员,硕士生导师。2001年3月毕业于北京科技大学材料工程与科学学院材料物理专业,获学士学位;2007年3月毕业于北京科技大学材料科学与工程学院材料物理与化学专业,获博士学位;2007年3月-2009年4月于香港科技大学机械工程系从事博士后研究。2009年4月回国,在北京科技大学新材料技术研究院进行教学科研工作。
主持/参与自然科学基金青年、面上项目,国家重点研发计划项目等国家级、省部级项目10余项。在Acta Materialia,Applied Physics Letters、APL Materials、Scripta Materials等期刊上发表学术论文80余篇,授权专利12项,参编著作3部,获得软件著作权8项,牵头/参与制定CSTM团体标准8项。获2017年教育部自然科学奖二等奖。获2022年高等教育(研究生)国家级教学成果奖一等奖。
研究方向:
1.数据驱动材料设计与开发
2.材料数据库与大数据技术的应用
3.形状记忆合金
4.多场耦合下的材料功能特性与失效行为。
在顺德创新学院的基础科研条件:
团队依托材料大数据技术研发中心设立,团队有教师4人,专职实验员1人,设备固定资产约700万元,主要仪器设备有:原子力显微镜、扫描电子显微镜、电化学工作站、万能力学试验机、高温热处理炉、金相显微镜等。
团队主要研究方向包括:数据驱动的新材料研发、材料数据库与大数据技术、新型高温、高熵合金设计、新型耐腐蚀材料开发等。
依托顺德创新学院科研项目:
基于图像机器学习的Co基高温合金γ’相粗化行为与内禀关系模型研究,北京科技大学顺德创新学院科技创新专项,2020.1.1-2021.12.31,项目负责人。
代表性成果:
代表性论文:
1. Pei Liu, Haiyou Huang∗, Xue Jiang, Yan Zhang, Toshihiro Omori, Turab Lookman, Yanjing Su∗. Evolution analysis of γ’ precipitate coarsening in Co-based superalloys using kinetic theory and machine learning. Acta Materialia, 15 August 2022, 235:118101.
2. Bin Xiong, Xinpeng Zhao, Yunfeng Hu, Haiyou Huang⁎, Yang Liu, Yanjing Su. Machine learning assisted empirical formula augmentation. Materials & Design, 15 November 2021, 210: 110037.
3. 谢建新, 宿彦京, 薛德祯, 姜雪, 付华栋, 黄海友. 机器学习在材料研发中的应用. 金属学报. 1 November 2021. 57(11):1343-48.
4. Pei Liu, Haiyou Huang*, Stoichko Antonov, Cheng Wen, Dezhen Xue, Houwen Chen, Longfei Li, Qiang Feng, Toshihiro Omori, and Yanjing Su*. Machine learning assisted design of γ'-strengthened Co-base superalloys with multi-performance optimization. npj Computational Materials. May 25 2020, 6:62.
5. Boyuan Ma, Xiaoyan Wei, Chuni Liu, Xiaojuan Ban*, Haiyou Huang*, Hao Wang, Weihua Xue, Stephen Wu*, Mingfei Gao, Qing Shen, Michele Mukeshimana, Adnan Omer Abuassba, Haokai Shen, Yanjing Su. Data augmentation in microscopic images for material data mining. npj Computational Materials. August 18 2020, 6:125.
6. Shilong Liu, Yanjing Su, Haiqing Yin, Dawei Zhang, Jie He, Haiyou Huang, Xue Jiang, Xuan Wang, Haiyan Gong, Zhuang Li, Hao Xiu, Jiawang Wan, Xiaotong Zhang. An infrastructure with user-centered presentation data model for integrated management of materials data and services. npj Computational Materials, 08 June 2021, 7:88.
7. Yang Liu, Haiyou Huang*, Jie Yuan, Yan Zhang, Hongyuan Feng, Ning Chen, Yang Li, Jiao Teng, Kui Jin*, Dezhen Xue, Yanjing Su. Upper limit of the transition temperature of superconducting materials. Patterns, November 11, 2022, 3(11):100609.
8. Jili Liu, Haiyou Huang*, Jianxin Xie, Shuang Xu, Fang Li, Superelastic fatigue of columnar-grained Cu-Al-Mn shape memory alloy under cyclic tension at high strain. Scripta Materialia, 2017, 136: 106–110.
9. Sheng Xu, Haiyou Huang, Jianxin Xie, Shouhei Takekawa, Xiao Xu, Toshihiro Omori, and Ryosuke Kainuma, Giant elastocaloric effect covering wide temperature range in columnar-grained Cu71.5Al17.5Mn11 shape memory alloy. APL Materials, 2016, 4(10): 106106.
10. Bin Xiong, Xinpeng Zhao, Yunfeng Hu, Haiyou Huang⁎, Yang Liu, Yanjing Su. Machine learning assisted empirical formula augmentation. Materials & Design, 15 November 2021, 210: 110037
11. Jili Liu, Haiyou Huang, Jianxin Xie⁎, Superelastic anisotropy characteristics of columnar-grained Cu-Al-Mn shape memory alloys and its potential applications. Materials and Design. 2015, 85:211–220.
12. Jili Liu, Haiyou Huang, Jianxin Xie⁎, The roles of grain orientation and grain boundary characteristics in the enhanced superelasticity of Cu71.8Al17.8Mn10.4 shape memory alloys. Materials and Design. 2014, 64:427–433.
13. Changdong Gu, Chun Cheng, Haiyou Huang, Tailun Wong, Ning Wang, and Tong-Yi Zhang. Growth and Photocatalytic Activity of Dendrite-like ZnO@Ag Heterostructure Nanocrystals. Crystal Growth & Design. 2009, 9(7): 3278-3285
14. Haiyou Huang, Wuyang Chu, Yanjing Su, Kewei Gao, Jinxu Li and Lijie Qiao. Hydrogen-induced semiconductor transformation of PZT ferroelectric ceramics. Journal of the American Ceramics Society. 2007, 90(7):2062-2066, (SCI, IF:1.586)
15. Haiyou Huang, Wuyang Chu , Yanjing Su , Jinxu Li and Lijie Qiao. Experiment and first principles investigation on the hydrogen-hindered phase transformation of ferroelectric ceramics. Applied Physics Letters. 2006, 89:142904.