刘熠
一、导师基本情况
姓名:刘熠 博士/副教授
邮箱:liuyi@hznu.edu.cn
指导专业:081200计算机科学与技术、085405电子信息硕士(软件工程)
二、研究领域
1. 图模型学习与推断技术、深度结构化图表示学习
2. 异常数据检测与分析、工业过程建模与故障诊断
三、教育和工作经历
1. 2016.09-2020.06,浙江大学,控制科学与工程,工学博士
导师:浙江大学控制学院,谢磊教授,苏宏业教授团队;
2. 2008.09-2011.01,空军工程大学,军事装备与运筹,军事学硕士
导师:空军工程大学防空反导学院,周林教授;
3. 2002.09-2006.07,空军工程大学,航空兵器工程,工学学士。
四、主持教学科研项目
1. 2022.01-2024.12, 基于结构化字典学习建模的工业过程检测方法研究, 省自科基金面上项目,主持;
2. 2020.09-2023.09, 基于动态图结构的过程监测方法研究, 杭师大科研启动项目,主持;
3. 2020.07-2023.04, 中海油海南富岛合成氨生成过程故障诊断,企业项目,参与。
五、代表性论著
1.“Row-Column Overcomplete Structured Dictionary Learning for Enhanced Fault Detection and Isolation”:Yi Liu, Jiusun Zeng, Lei Xie, Bingbing Jiang, and Dongping Zhang,
IEEE Transaction on Industrial Informatics; (中科院TOP一区,JCR一区,Impact Factor 12.3,2023)
2.“Structured Collaborative Sparse Dictionary Learning for Multimode Process Monitoring”:
Yi Liu, Jiusun Zeng, Bingbing Jiang, Weiguo Sheng, Zidong Wang, and Lei Xie
Information Science ; (中科院TOP一区,JCR一区,Impact Factor 8.1, 2024)
3.“A Unified Probabilistic Monitoring Framework for Multimode Processes Based on Probabilistic Linear Discriminant analysis”:Yi Liu, Jiusun Zeng, Jie Bao, and Lei Xie,
IEEE Transaction on Industrial Informatics; (中科院TOP一区,JCR一区,Impact Factor 9.112, 2020)
4. “Structured Joint Sparse Principal Component Analysis for Fault Detection and Isolation”:
Yi Liu, Jiusun Zeng, Lei Xie, Shihua Luo, and Hongye Su,
IEEE Transaction on Industrial Informatics; (中科院TOP一区,JCR一区,Impact Factor 9.112, 2019)
5. “An Improved Mixture Robust Probabilistic Linear Discriminant Analysis for Fault Classification” :
Yi Liu, Jiusun Zeng, Lei Xie, Xun Lang, Shihua Luo, and Hongye Su,
ISA Transaction; (JCR一区,Impact Factor 7.3, 2020)
6. “Structured discriminative Gaussian graph learning for multimode process monitoring” :
Jing Wang, Yi Liu, Dongping Zhang, Lei Xie, Jiusun Zeng,
Journal of Chemometrics; (JCR一区, Impact Factor 1.7, 2024)
7. “Structured Sequential Gaussian Graphical Models for Monitoring Time-varying Process”:
Yi Liu, Jiusun Zeng, Lei Xie, Uwe Kruger, Shihua Luo, and Hongye Su,
Control Engineering Practice ; (JCR二区, 本领域权威期刊,Impact Factor 4.9, 2019)