师资队伍

研究员

材料科学与工程

huanghy@mater.ustb.edu.cn

黄海友

个人信息:

1979年生,工学博士,研究员,硕士生导师。20013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;20073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;20073-20094月于香港科技大学机械工程系从事博士后研究。20094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 MaterialiaApplied Physics LettersAPL MaterialsScripta 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.