孙备

博士生导师 硕士生导师

所在单位:自动化学院

学历:博士研究生毕业

办公地点:校本部民主楼308

性别:男

联系方式:sunbei@csu.edu.cn

学位:博士学位

在职信息:在职

主要任职:国际自动控制联合会TC6.2技术委员会委员,中国有色金属学会自动化学术委员会秘书长

毕业院校:中南大学

学科:控制科学与工程

曾获荣誉:

全国有色金属优秀青年科技奖

个人简介

孙备,中南大学自动化学院副教授,博士生导师。201512月获中南大学控制科学与工程专业工学博士学位,纽约大学联合培养博士(2012-2014),芬兰阿尔托大学博士后(2016-2018),中国科协青年托举人才、湖南省荷尖人才/湖湘青年英才、中南大学创新驱动人才。主要从事工业人工智能研究工作,主持国家重点研发计划课题,国家自然科学基金面上项目、青年基金,中国科协国际组织事务青年项目,湖南省自然科学基金青年基金等项目。近5年第一/通讯作者发表论文25篇,合作出版英文专著1部,参编教材1部,申请/授权国家发明专利40项,获批软件著作权7项。兼任国际自动控制联合会TC6.2技术委员会委员,中国有色金属学会自动化学术委员会秘书长,中国自动化学会应用专业委员会和标准化工作委员会委员。曾获教育部技术发明奖一等奖1项,湖南省科学技术创新团队奖1项,中国有色金属工业协会科学技术奖一等奖2项。入选IFAC Young Author Award,获全国有色金属优秀青年科技奖。指导学生获湖南省优秀硕士论文,以及中国自动化大会最佳应用论文奖、中国有色金属学术年会优秀论文奖等奖项。


研究方向

  • 1.工业智能

  • 2.系统建模与辨识

  • 3.模式识别与机器学习

  • 4.最优控制与强化学习

招生:有1-2名博士生、3名硕士研究生招生指标,请对上述研究方向感兴趣、踏实上进的同学与我联系,Email:sunbei@csu.edu.cn


代表性论著

专著、教材:

1. 《Modeling, optimization and control of zinc hydrometallurgical purification processes》. Chunhua Yang, Bei Sun. London: Elsevier, 2021.

2. 《智能控制: 方法与应用》第十八章:流程工业过程智能控制. 周晓君, 孙备. 北京: 中国科学技术出版社, 2020.


3年第一/通讯作者论文:

1. Zhenxiang Feng, Yonggang Li, Bei Sun*, Chunhua Yang, Tingwen Huang. A multimode mechanism-guided product quality estimation approach for multi-rate industrial processes[J]. Information Sciences, 2022, 596: 489-500.

2.  Bei Sun, Weiyang Chen, Yonggang Li, Xulong Zhang, Guoxin Liu. An intelligent dynamic setting control framework for a multimode impurity removal process[J]. International Journal of Chemical Reactor Engineering, 2022, DOI: 10.1515/IJCRE-2022-0116.

3. Shuang Long, Weijian Li, Bei Sun*, Yonggang Li. A mechanism-based semisupervised online pH estimation approach for a leaching process[J]. IEEE Transactions on Instrumentation and Measurement, 2022, DOI: 10.1109/TIM.2022.3201935.

4. Keke Huang, Zui Tao, Bei Sun*, Chunhua Yang, Weihua Gui. Industrial process modeling and monitoring based on jointly specific and shared dictionary learning[J]. IEEE Transactions on Instrumentation and Measurement, 2022, 71: no. 3500111.

5. Zhenxiang Feng, Yonggang Li, Bing Xiao, Bei Sun*, Chunhua Yang. Process monitoring of abnormal working conditions in the zinc roasting process with an ALD-based LOF-PCA method[J]. Process Safety and Environmental Protection, 2022, 161: 640-650.

6. Keke Huang, Li Zhang, Bei Sun*, Chunhua Yang, Weihua Gui. A latent feature oriented dictionary learning method for closed-loop process monitoring[J]. ISA Transactions, 2022, doi: 10.1016/j.isatra.2022.04. 032.

7. Yu Chen, Yonggang Li, Bei Sun*, Chunhua Yang, Hongqiu Zhu. Multi-objective chance-constrained blending optimization of zinc smelter under stochastic uncertainty[J]. Journal of Industrial and Management Optimization, 2022, doi: 10.3934/jimo.2021169.

8. Xiongtao Shi, Yonggang Li, Yanhua Yang, Bei Sun*, Yonggang Li. Multi-models and dual-sampling periods quality prediction with time-dimensional K-means and state transition-LSTM network[J]. Information Sciences, 2021, 580: 917-933.

9. Bei Sun, Wei Yang, Mingfang He, Xiaoli Wang. An integrated multi-mode model of froth flotation cell based on fusion of flotation kinetics and froth image features[J]. Minerals Engineering, 2021, 172: no. 107169.

10. Keke Huang, Yiming Wu, Cheng Long, Hongquan Ji, Bei Sun*, Xiaofang Chen, Chunhua Yang. Adaptive process monitoring via online dictionary learning and its industrial application[J]. ISA Transactions, 2021, 114: 399-412.

11. Yalin Wang, Kemin Yi, Bei Sun*, Jiazhou Sun, Yongfei Xue. An efficient operation optimization method for the series-parallel fractionation system of industrial hydrocracking[J]. Chemical Engineering Research and Design, 2021, 171: 111-124.

12. Bing Xiao, Yonggang Li, Bei Sun*, Chunhua Yang, Keke Huang, Hongqiu Zhu. Decentralized PCA modeling based on relevance and redundancy variable selection and its application to large-scale dynamic process monitoring[J]. Process Safety and Environmental Protection, 2021, 151: 85-100.

13. Zhenxiang Feng, Yonggang Li, Bei Sun*, Chunhua Yang, Hongqiu Zhu, Zhisheng Chen. A trend-based event-triggering fuzzy controller for the stabilizing control of a large-scale zinc roaster[J]. Journal of Process Control, 2021, 97: 59-71.

14. Yu Chen, Yonggang Li, Bei Sun*, Yudong Li, Hongqiu Zhu, Zhisheng Chen. A chance-constrained programming approach for a zinc hydrometallurgy blending problem under uncertainty[J]. Computers and Chemical Engineering, 2020, 140: no. 106893.

15. Yalin Wang, Jiazhou Sun, Bei Sun*, Yongfei Xue, Dandan Shang. Multi-stage intelligent operation optimization for a hydrocracking fractionation system with a multi-fractionator series-parallel structure[J]. Canadian Journal of Chemical Engineering, 2020, 98(11): 2342-2359.

16. Xiongtao Shi, Yonggang Li, Bei Sun*, Honglei Xu, Chunhua Yang, Hongqiu Zhu. Optimizing zinc electrowinning processes with current switching via Deep Deterministic Policy Gradient learning[J]. Neurocomputing, 2020, 380: 190-200.

17. Bei Sun, Chunhua Yang, Yalin Wang, Weihua Gui, Ian Craig, Laurentz Olivier. A comprehensive hybrid first principles/machine learning modeling framework for complex industrial processes[J]. Journal of Process Control, 2020, 86: 30-43.

18. Yiting Liang, Chunhua Yang, Bei Sun*. Model-based experimental design for nonlinear dynamical systems with unknown state delay and continuous state inequalities[J]. Chemical Engineering Research and Design, 2020, 153: 635-656.

工作经历

[1]   2018.9-至今

中南大学  |  自动化学院  |  副教授

[2]   2015.12-2018.9

中南大学  |  信息科学与工程学院  |  讲师