副教授
教育及工作经历
2010.9-2016.5 开云手机入口官网-开云(中国)控制理论与控制工程专业博士
2016.6-2018.11 开云手机入口官网-开云(中国)讲师
2017.10-2018.10 香港科技大学化学与生物工程系访问学者
2018.12至今开云手机入口官网-开云(中国)副教授
研究方向
复杂工业过程智能监测、过程运行状态智能评价、故障诊断、深度学习等
博士/招收硕士方向
欢迎自动化、人工智能、控制理论与控制工程、数学等相关专业学生报考博士/硕士研究生。
项目
1.基于多源异构信息的电熔镁熔炼过程运行状态评价及智能决策,国家自然科学基金面上项目,项目编号62073060,2021.1-2024.12,58万,项目负责人
2.智能服务系统应用示范,国家重点研发计划子任务,任务编号2021YFF0602405-04,2021.12-2025.11,5万,任务负责人
3.选冶生产过程质量智能检测监测及保障关键技术集成应用示范,国家重点研发计划子课题,课题编号2021YFF0602404, 2021.12-2025.11,55万,执行负责人
4. 基于多源异构信息和深度学习的流程工业过程运行状态评价研究,中央高校基本科研业务费国家项目培育基金,项目编号N2104011,2021.1-2022.12,10万,项目负责人
5. 多时段不等长间歇过程运行状态评价及非优状态深层次原因追溯研究,国家自然科学基金青年科学基金,项目编号61703078,2018.1-2020.12,28万,项目负责人
6. 基于高斯混合模型的工业过程运行状态评价方法研究,中国博士后科学基金,项目编号2017M611247,2017.5-2018.5,5万,项目负责人
7.基于层次结构分解的流程工业过程运行状态评价方法研究,辽宁省自然科学基金,项目编号2019-MS-115,2019.10-2021.9,5万,项目负责人
8. 面向非线性非高斯流程工业过程的运行状态评价方法研究,中央高校基本科研业务费国家项目培育基金,项目编号N180404009,2019.1-2020.12,15万,项目负责人
9. 面向间歇工业过程的运行状态最优性评价方法研究,中央高校基本科研业务费启动基金,项目编号N160403002,2017.1-2018.12,7万,项目负责人
10. 基于状态相关信息的多模态过程运行状态评价方法研究,东北大学博士后科研基金,项目编号20170309,2017.7-2018.5,2万,项目负责人
11. 基于贝叶斯网络的生产过程异常工况识别与自愈控制方法研究,国家自然科学基金面上项目,项目编号61973057,2020.1-2023.12,58万,项目参与人
12. 非线性信息物理系统的传感器攻击检测与状态重构问题研究,国家自然科学基金面上项目,项目编号61973062,2020.1-2023.12,59万,项目参与人
13. 基于半监督迁移学习的间歇过程运行状态精准认知与智能决策,国家自然科学基金面上项目,项目编号61973304,2020.1-2023.12,63万,项目参与人
14. 定量信息与定性信息共同驱动的流程工业过程运行状态评价及智能决策,国家自然科学基金面上项目,项目编号61873053,2019.1-2022.12,63万,项目参与人
15. 基于混合模型的多模态复杂工业过程监测研究,国家自然科学基金青年基金,项目编号61403072,2015.1-2017.12,24万,项目参与人
16. 多模态复杂工业生产过程运行状态评价方法的研究,国家自然科学基金面上项目,项目编号61374146,2014.01-2017.12,80万元,项目参与人
17. 复杂工业流程分层混合优化控制方法研究,国家自然科学基金面上项目,项目编号61374147,2014.01-2017.12,79万元,项目参与人
18. 湿法冶金全流程综合智能一体优化控制技术,国家高技术研究发展计划项目(863计划),项目编号2011AA060204,2011.01-2014.12,967万元,项目参与人
学术成果
著作
王福利, 常玉清, 刘炎, 邹筱瑜, 《复杂工业过程运行状态优性评价》, 科学出版社, 2019年6月.
期刊论文
1. Yan Liu*, Fuli Wang, Yuqing Chang, Furong Gao, Dakuo He. Performance-relevant kernel independent component analysis based operating performance assessment for nonlinear and non-Gaussian industrial processes,Chemical Engineering Science,2019,115167,影响因子3.306,JCR分区:Q1
2. Yan Liu*,Xiaojun Wang,Fuli Wang,Furong Gao,Gaussian process regression and Bayesian inference based operating performance assessment for multiphase batch processes,Industrial & Engineering Chemistry Research,2018,57(21),7232−7244. 影响因子3.141,JCR分区:Q1
3. Yan Liu*,Fuli Wang,Furong Gao,Haonan Cui,Hierarchical multiblock T-PLS based operating performance assessment for plant-wide processes,Industrial & Engineering Chemistry Research,2018,57(43),14617-14627. 影响因子3.141,JCR分区:Q1
4. Yan Liu*,Ruicheng Ma,Fuli Wang,Yuqing Chang,Furong Gao,Inner-phase and inter-phase analysis based operating performance assessment and nonoptimal cause identification for multiphase batch processes,Chemical Engineering Research and Design,2018,134:292-308. 影响因子2.795,JCR分区:Q2
5. Yan Liu*,Fuli Wang,Yuqing Chang,Operating optimality assessment and cause identification for nonlinear industrial processes,Chemical Engineering Research and Design,2017,117:472-487. 影响因子2.795,JCR分区:Q2
6. Yan Liu,Fuli Wang*,Yuqing Chang,Ruicheng Ma,Shumei Zhang,Multiple hypotheses testing based operating optimality assessment and nonoptimal cause identification for multiphase uneven-length batch processes,Industrial & Engineering Chemistry Research,2016,55(21):6133-6144. 影响因子3.141,JCR分区:Q1
7. Yan Liu,Fuli Wang*,Yuqing Chang,Operating optimality assessment based on optimality related variations and nonoptimal cause identification for industrial processes,Journal of Process Control,2016,39:11-20.影响因子2.787,JCR分区:Q2
8. Yan Liu,Fuli Wang*,Yuqing Chang,Ruicheng Ma,Operating optimality assessment and nonoptimal cause identification for non-Gaussian multimode processes with transitions,Chemical Engineering Science,2015,137:106-118.影响因子3.306,JCR分区:Q1
9. Yan Liu,Fuli Wang*,Yuqing Chang,Ruicheng Ma,Comprehensive economic index prediction based operating optimality assessment and nonoptimal cause identification for multimode processes,Chemical Engineering Research and Design,2015,97:77-90.影响因子 2.795,JCR分区:Q2
10. Yan Liu,Yuqing Chang*,Fuli Wang,Online process operating performance assessment and nonoptimal cause identification for industrial processes,Journal of Process Control,2014,24(10):1548-1555. 影响因子2.787,JCR分区:Q2
11. Kaiqing Bu,Yan Liu*,Fuli Wang,Process operation performance assessment based on multi-source heterogeneous information with semi-supervised transfer generative adversarial network for electro-fused magnesium furnace, IEEE Transactions on Industrial Informatics, 2022, 影响因子11.648,JCR分区/中科院:Q1
12. Kaiqing Bu,Yan Liu*,Fuli Wang, Operating performance assessment based on multi-source heterogeneous information with deep learning for smelting process of electro-fused magnesium furnace. ISA Transactions, 2022, 128:357-371. 影响因子5.911,JCR分区:Q1
会议论文
1.Yan Liu*,Zhe Ma,Hongchen Zhao,Operating performance assessment based on CVA-PRICA for non-Gaussian dynamic industrial processes. Proceedings of the 34th Chinese Control and Decision Conference (CCDC),2022.8.15-2022.8.17.
2.Yan Liu*,Hongchen Zhao,Qijie Bu,Operating performance assessment for dynamic Industrial processes based on CVA-TPLS. Proceedings of 2021 China Automation Congress (CAC),934-939,2022.8.11-2022.8.13.
3.Yan Liu*,Hang Nie,Fuli Wang,Operating performance assessment based on performance-relevant independent component analysis for non-Gaussian batch processes. Proceedings of the 39th Chinese Control Conference (CCC),2340-2346,2020.7.27-2020.7.29.
4.Yan Liu*,Fuli Wang, Yuqing Chang, Dakuo He, Operating performance assessment of non-Gaussian processes based on performance-relevant independent component analysis. Proceedings of the 31st Chinese Control and Decision Conference (CCDC),445-450,2019.6.3-2019.6.5.
5.Yan Liu*,Fuli Wang,Yuqing Chang,Shuyu Cai,Operating performance assessment based on GMM-GPR for gold hydrometallurgy processes. Proceedings of the 30th Chinese Control and Decision Conference (CCDC),3222-3226,2018.6.9-2018.6.11.
6. Yan Liu*,Fuli Wang,Ruicheng Ma,Yuqing Chang, Performance related information-based operating performance assessment of multiphase batch processes, Proceedings of the 37th Chinese Control Conference (CCC),5818-5823,2018.7.25-2018.7.27.
7. Yan Liu*,Fuli Wang,Yuqing Chang,Industrial process operating optimality assessment based on Gaussian mixture model. Proceedings of the 29th Chinese Control and Decision Conference (CCDC),713-718,2017.5.28-2017.5.30.
8. Yan Liu*,Fuli Wang,Yuqing Chang,Ruicheng Ma,Shumei Zhang,Optimality related variations-based operating optimality assessment for nonlinear industrial processes,Proceedings of the 28th Chinese Control and Decision Conference (CCDC),606-611,2016.5.28-2016.5.30.
9. Yan Liu*,Yuqing Chang,Fuli Wang,Nonlinear dynamic quality-related process monitoring based on dynamic total kernel PLS,Proceedings of the 11th World Congress on Intelligent Control and Automation (WCICA),1360-1365,Shenyang,2014.6.29-2014.7.4.
10. Yan Liu*,Yuqing Chang,Fuli Wang,Ruicheng Ma,Honglin Zhang,Complex process operating optimality assessment and nonoptimal cause identification using modified total kernel PLS,Proceedings of the 26th Chinese Control and Decision Conference (CCDC),1221-1227,2014.5.31-2014.6.2.
11. Kaiqing Bu, Fuli Wang, Yan Liu*. Operating performance assessment based on stacked sparse senoising auto-encoder for gold hydrometallurgy processes. Proceedings of the 32th Chinese Control and Decision Conference (CCDC),2020.5.23-2020.5.25.
12. Ruicheng Ma*,Jun Fu,Shengzhi Zhao,Yan Liu,Global finite-time stabilization of a class of switched nonlinear systems in non-triangular form,Proceedings of the 33th Chinese Control Conference (CCC),4017-4022,2014.7.28-2014.7.30.
专利
1.刘炎,王福利,崔浩楠,金湿法冶金全流程分层分块运行状态在线评价方法,中国发明专利,已授权,ZL201711308052.5。
2. 王福利,常玉清,刘炎,王姝,金湿法冶金过程运行状态在线评价方法,中国发明专利,已授权,ZL201410258092.3。
获奖
1.中国自动化学会(CAA)科学技术进步奖,一等奖,2021。
2.东北大学优秀博士后,2019。
3.辽宁省自然科学学术成果奖(学术论文类),二等奖,2018。
4.沈阳市自然科学学术成果奖(学术论文类),三等奖,2017。
5. 辽宁省自然科学学术成果奖(学术论文类),三等奖,2016。
6. 辽宁省自然科学学术成果奖(学术论文类),三等奖,2015。
7. 辽宁省自然科学学术成奖(学术论文类),一等奖,2014。
8.沈阳市自然科学学术成果奖(学术论文类),二等奖,2014。
学术兼职
担任国际重要学术期刊Journal of Process Control、ISA Transactions、Control Engineering Practice、Industrial & Engineering Chemistry Research,Chemical Engineering Science,Chemical Engineering Research and Design,Neurocomputing等审稿人。
联系方式
办公室:信息楼345
电话:024-83680351
邮箱:liuyan@ise.neu.edu.cn