个人简介
孙备，中南大学自动化学院副教授，博士生导师。2015年12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，International Journal of Minerals, Metallurgy and Materials(IJMMM)青年编委。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，中国自动化学会自然科学奖一等奖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.
近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
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自动化学院
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副教授
[2] 2015.12-2018.9
中南大学
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信息科学与工程学院
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讲师