赵劲松, 博士

教授, 博士生导师

办公电话：010-62783109

电子邮件：jinsongzhao@tsinghua.edu.cn

个人简介

  • 1987年9月~1992年7月，清华大学化工系化学工程专业，大学本科
  • 1992年9月~1994年1月，清华大学化工系化学工程专业，硕士
  • 1994年2月~1997年7月，清华大学化工系化学工程专业，博士
  • 1997年8月~2001年3月，Dept. of Chem. Eng., Purdue University， West Lafayette, Indiana, U.S.A.，Postdoctoral Research Associate
  • 2001年4月~2001年10月，Day & Zimmermann International，Philadelphia, Pennsylvania, U.S.A.，Senior Consulting Engineer
  • 2001年12月~2005年3月，AET Inc.，Terre Haute, Indiana,U.S.A.，Senior MES Engineer & Project Leader
  • 2005年3月~2008年3月，北京化工大学信息学院，教授, 博士生导师
  • 2008年4月~至今，清华大学化学工程系，教授，博士生导师，过程系统工程研究所所长

主要社会兼职及荣誉

  • 中国化工学会工程伦理教育工作委员会主任委员
  • 中国过程系统工程专业委员会副主任委员
  • 《中国化学工程学报（英文版）》副主编
  • 中国运筹学会智能工业数据解析与优化专业委员会理事
  • 国家生态环境部第一届生态环境应急专家组专家
  • 国际期刊Computers & Chemical Engineering编委
  • 国际期刊Process Safety and Environmental Protection编委
  • 清华大学先进工作者（2012-2013）
  • 中国石油和化学工业联合会科技进步一等奖（第一获奖人，2013）
  • 中国石油和化学工业联合会科技进步二等奖（第一获奖人，2016）
  • 中国石油和化学工业联合会中国石油和化学工业优秀出版物奖.教材奖一等奖（2016）
  • 北京市安全生产领域学科带头人（2017）
  • 中国石油和化学工业联合会中国石油和化学工业优秀出版物奖.图书奖一等奖（2020）

研究方向

  1. 化工安全风险管理技术：危险和可操作性（HAZOP）分析、保护层分析（LOPA）、本质安全柔性设计、异常工况管理（ASM）、报警管理、大数据分析技术等
  2. 知识管理与人工智能技术：案例推理、本体论、人工免疫系统、深度学习、迁移学习等

大会主题报告（Plenary & Keynote Speeches）

  1. 赵劲松.关于化工过程安全教育的几点建议。第二届全国高校化工类专业安全教学研讨会，厦门，2020年12月26日
  2. 赵劲松.人工智能和大数据技术在化工过程安全中的应用。第十二届国际医药、化工过程安全技术研讨会，天津，2020年12月10日
  3. 赵劲松.石化行业安全生产人工智能系统的研究与应用。第四届中国国际化工过程安全研讨会，苏州，2019年10月31日
  4. Jinsong Zhao. China’s Road to Process Safety. LLOYD’S REGISTER FOUNDATION INTERNATIONAL CONFERENCE 2019, Oct. 9, 2019. London, England.
  5. 赵劲松. 化工安全智能化在智能工厂建设中的作用及研究进展。2018中国过程系统工程年会，西宁，2018年8月23日
  6. 赵劲松. 浅谈安全隐患排查不彻底. 精细化工安全技术交流会，2017.11.25，沈阳
  7. Jinsong Zhao. Trends and Challenges in Chemical Engineering Education in China. 10th World Congress of Chemical Engineering. Oct. 1-5, 2017, Barcelona, Spain
  8. Jinsong Zhao. Intelligent Abnormal Situation Management for Smart Chemical Manufacturing. The 8th China-Japan Symposium on Chemical Engineering. October 14, 2017, Beijing, China
  9. 赵劲松. 大数据驱动的化工过程故障诊断关键科学问题. 国家自然科学基金委员会第157期双清论坛。2016年3月30-31日，北京
  10. 赵劲松. 数据解析与化工过程故障诊断。 第一届智能工业数据解析与优化国际研讨会。沈阳，2015年10月24日-25日
  11. 赵劲松. 中国制造2025给化工过程安全研究带来的机遇和挑战。 2015南京安全论坛暨第七届国际制药、化工过程安全研讨会。南京，2015年9月16-17日
  12. 赵劲松. 中国制造2025—化工安全教育与研究面临的挑战和机遇。 第八届两岸三地化学工程与产品工程高端学术研讨会。西安，2015年9月8日-11日
  13. 赵劲松. 化工过程故障诊断在大数据时代的机遇与挑战。中国过程系统工程年会，成都，2015年8月13日~14日
  14. 赵劲松. 化工过程故障诊断：四十年未了之梦。中国过程控制会议，南昌，2015年8月1日~2日
  15. Jinsong Zhao. Abnormal Situation Management Challenges and Opportunities in the Big Data Era. PSE2015/ESCAPE25 Conference. Copenhagen, Denmark. May 30-June 4, 2015
  16. Jinsong Zhao. Smart Manufacturing through Innovative Knowledge Extraction Methodologies in the Big Data Era. China NSFC- US NSF Workshop on Sustainable Manufacturing, Wuhan, China, March, 2014
  17. 赵劲松.可持续发展与化工安全系统工程.2013年中国过程系统工程年会，宁夏银川，2013年8月
  18. 赵劲松.工艺安全智能化研究进展.第四届全国石油和化工生产安全与控制技术交流会，黑龙江哈尔滨，2012年7月
  19. Jinsong Zhao. Process Safety Progress in China. The 1st Hazards Asia-Pacific Symposium, Kuala Lumpur, Malaysia, September, 2011
  20. 赵劲松.过程安全与HAZOP智能化研究进展.2010年中国过程系统工程年会，山东青岛，2010年8月

代表性著作

  1. 赵劲松，邱彤，陈丙珍。工程伦理教育在工科通识教育中的作用和实践。自然辩证法通讯，43（1）：115-120， 2021
  2. 秦若时，赵劲松。新冠肺炎疫情背景下工程伦理教育的教学探究与实践延伸。化工高等教育，6：1-6，2020
  3. Hao Wu, Jinsong Zhao. Self-adaptive deep learning for multimode process monitoring. Computers & Chemical Engineering. 141: 107024, 2020
  4. Shaodong Zheng, Jinsong Zhao. A new unsupervised data mining method based on the stacked autoencoder for chemical process fault diagnosis. Computers & Chemical Engineering. 135: 106755, 2020
  5. Hao Wu, Jinsong Zhao. Fault detection and diagnosis based on transfer learning for multimode chemical Processes. Computers & Chemical Engineering. 135: 106731, 2020
  6. Qiaoling Chen, Maureen Wood, Jinsong Zhao. Case study of the Tianjin accident: Application of barrier and systems analysis to understand challenges to industry loss prevention in emerging economies. Process Safety and Environmental Protection. 131: 178-188, 2019
  7. Feifan Cheng, Q. Peter He, Jinsong Zhao. A novel process monitoring approach based on variational recurrent autoencoder. Computers & Chemical Engineering, 129:1-13, 2019
  8. Hao Wu, Deyang Wu, Jinsong Zhao. An intelligent fire detection approach through cameras based on computer vision methods. Process Safety and Environmental Protection. 127:245-256, 2019
  9. Hao Wu, Jinsong Zhao. An intelligent vision-based approach for helmet identification for work safety. Computers in Industry, 100:267-277, 2018
  10. Hao Wu, Jinsong Zhao. Deep convolutional neural network model based chemical process fault diagnosis. Computers & Chemical Engineering. 115:185-197, 2018
  11. Hao Wu, Penarrubia Igor, Lin Cui, Jinsong Zhao. Process safety management considerations for biofuel production. Frontiers of Engineering Management. 4(3): 357-367, 2017
  12. Zhanpeng Zhang, Jinsong Zhao. A deep belief network based fault diagnosis model for complex chemical processes. Computers & Chemical Engineering, 107:395-407,2017
  13. Lei Luo, Feifan Cheng, Tong Qiu, Jinsong Zhao. Refined convergent cross-mapping for disturbance propagation analysis of chemical processes. Computers & Chemical Engineering, 106:1-16, 2017
  14. Zhihong Yuan, Weizhong Qin, Jinsong Zhao. Smart manufacturing for the oil refining and petrochemical industry. Engineering, 3(2):179-182, 2017
  15. Igor Alberto Penarrubia Fernandez, De-Hua Liu, Jinsong Zhao. LCA studies comparing alkaline and immobilized enzyme catalyst processes for biodiesel production under Brazilian conditions. Resources, Conservation and Recycling. 2017, 119:117-127
  16. Shengfu Zhang, Yongchen Zhao&, Tong Qiu, Guang Song, Jinsong Zhao. A Method to Refine the Start-up Scheme of Compression and Refrigeration Systems in Ethylene Plants via Dynamic Simulation. Chinese Journal of Chemical Engineering, 2016, 24: 1007-1012.
  17. Jianfeng Zhu, Chunli Wang, Chuankun Li, Xinjiang Gao, Jinsong Zhao. Dynamic alarm prediction for critical alarms using a probabilistic model. Chinese Journal of Chemical Engineering, 2016, 24: 881-885.
  18. Yiyang Dai, Hangzhou Wang, Faisal Khan, Jinsong Zhao. Abnormal situation management for smart chemical process operation. Current Opinion in Chemical Engineering. 14：49-55, 2016
  19. Yidan Shu, Liang Ming, Feifan Cheng, Jinsong Zhao. Abnormal situation management: Challenges and opportunities in the big data era. Computers & Chemical Engineering.91：104-113,2016
  20. Yidan Shu, Jinsong Zhao. Fault diagnosis of chemical processes using artificial immune system with vaccine transplant. Industrial & Engineering Chemistry Research，55:3360-3371，2016
  21. Zhi Xia, Jinsong Zhao. Robust Optimization of Index-2 Differential Algebraic Equations with Guaranteed Stability under Parametric Uncertainty: Application to a Reactor–Separator–Recycle Process. Industrial & Engineering Chemistry Research ， 54（41）：10031-10039，2015
  22. Bing Wang, Bingzhen Chen, Jinsong Zhao. The real-time estimation of hazardous gas dispersion by the integration of gas detectors, neural network and gas dispersion models. Journal of Hazardous Materials, 300: 433-442, 2015
  23. Zhi Xia, Jinsong Zhao, Steady-State Optimization of Chemical Processes with Guaranteed Robust Stability and Controllability under Parametric Uncertainty and Disturbances, Computers & Chemical Engineering, 77: 116-134, 2015
  24. Hao Jiang, Bingzhen Chen, Hangzhou Wang, Tong Qiu, and Jinsong Zhao. Novel Method for Considering Process Flexibility and Stability Simultaneously, Industrial & Engineering Chemistry Research, 53 (38): 14765–14775, 2014
  25. Yidan Shu, Jinsong Zhao. A simplified Markov-based approach for safety integrity level verification. Journal of Loss Prevention in the Process Industry, 29: 262-266, 2014
  26. Jinsong Zhao, Johanna Suikkanen, Maureen Wood. Lessons Learned for Process Safety Management in China. Journal of Loss Prevention in the Process Industries, 29:170-176, 2014
  27. Tao Wei, Xiaofei Hou, Jiatao Yu, Jian Zhang, Ziyuan Wang, Qiang Xu, Jinsong Zhao, and Tong Qiu. Shutdown Strategy for Flare Minimization in An Olefin Plant, Chemical Engineering & Technology, 37(4): 605-610, 2014
  28. Yongchen Zhao; Jian Zhang; Tong Qiu; Jinsong Zhao; Xu, Qiang. Flare Minimization during Start-ups of Integrated Cryogenic Separation System via Dynamic Simulation, Industrial & Engineering Chemistry Research, 53(4): 1553-1562，2014
  29. Jinsong Zhao, Yidan Shu, Jianfeng Zhu, Yiyang Dai. An online fault diagnosis strategy for full operating cycles of chemical processes. Industrial & Engineering Chemistry Research, 53(13): 5015-5027, 2014
  30. Jianfeng Zhu; Yidan Shu; Jinsong Zhao; Fan Yang. A dynamic alarm management strategy for chemical process transitions. Journal of Loss Prevention in the Process Industry, 30: 207-218, 2014
  31. Guang Song, Tong Qiu, and Jinsong Zhao. A Flare Minimization Model for an Ethylene Splitter System’s Shutdown. Industrial & Engineering Chemistry Research ，52（26）：9180-9188， 2013
  32. Hangzhou Wang, Nan Zhang, Tong Qiu, Jinsong Zhao, Xiaorong He, Bingzhen Chen. A process design framework for considering the stability of steady state operating points and Hopf singularity points in chemical processes. Chemical Engineering Science 99（8）：252-264，2013
  33. Yidan Shu, Jinsong Zhao. Data driven causal inference based on a modified transfer entropy, Computers & Chemical Engineering, 57(10) :173-180,2013
  34. Jinsong Zhao, Reinhard Joas, Jochen Abel, Tomas Marques, Johanna Suikkanen. Process Safety Challenges for SMEs in China. Journal of Loss Prevention in the Process Industries, 26（5）：880-886， 2013
  35. Hangzhou Wang, Nan Zhang，Tong Qiu, Jinsong Zhao, Xiaorong He, Bingzhen Chen. Analysis of Hopf Points for a Zymomonas mobilis Continuous Fermentation Process Producing Ethanol. Industrial & Engineering Chemistry Research，52（4）：1645-1655， 2012
  36. Zhihong Yuan, Nan Zhang, Bingzhen Chen, Jinsong Zhao. Systematic controllability analysis for chemical processes. AIChE Journal. 58(10):3096-3109, 2012
  37. Lin Cui， Yidan Shu, Zhaohui Wang, Jinsong Zhao, Tong Qiu, Wenyong Sun, Zhenqiang Wei. HASILT：An intelligent software platform for HAZOP, LOPA, SRS and SIL verification. Reliability Engineering & System Safety . 108: 56-64, 2012
  38. Zhenheng Wang, Jinsong Zhao, Huilan Shang. A hybrid fault diagnosis strategy for chemical process startups. Journal of Process Control. 22(7): 1287-1297, 2012
  39. Jinsong Zhao. China: the road to safety, The Chemical Engineer (tce), February, 2012
  40. Zhihong Yuan, Bingzhen Chen , Jinsong Zhao. Controllability analysis for the liquid-phase catalytic oxidation of toluene to benzoic acid. Chemical Engineering Science, 66( 21): 5137-5147,2011
  41. Zhihong Yuan, Bingzhen Chen, Jinsong Zhao. Effect of manipulated variables selection on controllability of chemical processes. Industrial & Engineering Chemistry Research.50(12):7403-7413, 2011
  42. Hangzhou Wang, Zhihong Yuan, Bingzhen Chen, Xiaorong He, Jinsong Zhao, Tong Qiu. Analysis of the stability and controllability of chemical processes, Computers &Chemical Engineering, 35（6）：1101-1109，2011
  43. Yiyang Dai, Jinsong Zhao. Fault diagnosis of batch chemical processes using a dynamic time warping-based artificial immune system, Industrial & Engineering Chemistry Research, 50(8): 4534-4544,2011
  44. Zhihong Yuan, Bingzhen Chen, Jinsong Zhao. Phase Behavior Analysis for Industrial Polymerization Reactors, AIChE Journal, 57(10):2795-2807，2011
  45. Wei Sun， Yan Meng， Ahmet Palazoglu, Jinsong Zhao, Hao Zhang, Jia Zhang. A method for multiphase batch process monitoring based on auto phase identification. Journal of Process Control. 21(4):627-638, 2011
  46. Zhihong Yuan, Bingzhen Chen, Jinsong Zhao. An overview on controllability analysis of chemical processes. AIChE Journal, 57(5): 1185-1201, 2011
  47. Lin Cui, Jinsong Zhao, Ruiqi Zhang. Integration of CAD and HAZOP Expert System. Process Safety and Environmental Protection， 88(5)：327-334, 2010
  48. Wang Hangzhou, Chen Bingzhen, He Xiaorong, Zhao Jinsong, Qiu Tong, Modeling, Simulation and Analysis of the Liquid-phase Catalytic Oxidation of Toluene, Chemical Engineering Journal, 158（2）：220 - 224, 2010
  49. 戴一阳，赵劲松，陈丙珍，化工过程混合故障诊断系统的应用研究，化工学报，61（2）：342-346，2010
  50. Zhihong Yuan, Hangzhou Wang, Bingzhen Chen, Jinsong Zhao. Operating zone segregation of chemical reaction systems based on stability and nonminimum phase behavior analysis, Chemical Engineering Journal, 155（1-2）：304-311，2009
  51. Jiang Chunyang, Qiu Tong, Zhao Jinsong, Chen Bingzhen. Gross Error Detection and Identification based on Parameter Estimation for Dynamic Systems. Chinese Journal of Chemical Engineering, 17 (3): 460-467, 2009
  52. Wang Hangzhou, Chen Bingzhen, He Xiaorong, Qiu Tong, Zhao Jinsong. SDG Based HAZOP Analysis of operating mistakes for PVC Process, Process Safety and Environmental Protection, Trans IChemE Part B, 87（1）：40-46，2009
  53. Jinsong Zhao, Lin Cui, Lihua Zhao, Tong Qiu, Bingzhen Chen. Learning HAZOP Expert System By Case Based Reasoning and Ontology, Computers & Chemical Engineering, 33(1):371-378，2009
  54. 戴一阳，陈宁，赵劲松，陈丙珍. 人工免疫系统在间歇化工过程故障诊断中的应用研究，化工学报, 60(1):173-176，2009
  55. 王杭州， 陈丙珍，何小荣，赵劲松，邱彤. 化学反应系统的多稳态分析. 化工学报, 60(1):127-133，2009
  56. Lin Cui, Jinsong Zhao，Tong Qiu, Bingzhen Chen．Layered Digraph Model for HAZOP Analysis of Chemical Processes, Process Safety Progress, 27(4): 293-305, 2008
  57. Jinsong Zhao, Jianchao Huang, Wei Sun. On-line Early Fault Detection and Diagnosis of Municipal Solid Waste Incinerators, Waste Management, 28（11）：2406-2414，2008
  58. 赵劲松，赵利华，崔琳，陈明亮，邱彤，陈丙珍．基于案例推理的HAZOP分析自动化框架，化工学报, 59（1）：111-117，2008
  59. 王振恒，赵劲松，李昌磊.一种新的间歇过程故障诊断策略. 化工学报, 59（11）：2837-2842，2008
  60. Xueling Du，Qipeng Yuan， Jinsong Zhao, Ye Li. Comparison of general rate model with a new model – artificial neural network model in describing chromatographic kinetics of solanesol adsorption in packed column by macroporous resins, Journal of Chromatography A, 1145(1-2):165-174，2007
  61. V. Venkatasubramanian, J. Zhao, S. Viswanathan, “Intelligent systems for HAZOP analysis of complex process plants”, Computers & Chemical Engineering, vol.24, 2291-2302, 2000
  62. J.Zhao, S. Viswanathan, C. Zhao, Fangping Mu, V. Venkatasubramania, “Computer-integrated tools for batch process development”, Computers & Chemical Engineering, vol. 24, 1529-1533, 2000
  63. J. Zhao, B. Chen and J. Shen, “Multidimensional non-orthogonal wavelet-sigmoid basis function neural networks for dynamic fault diagnosis”, Computers & Chemical Engineering, vol. 23, no. 1, 83-92, 1998