[1] Research on alarm design and elimination method and application for safe and efficient operation of industrial large-scale systems, key projects of National Natural Science Foundation (key members) 20 15 to 20 19 to 12.

[2] Tsinghua University and ABB International Science and Technology Cooperation Project (Head) 20 14 to 20 14 to 12.

[3] Process industry integrated automation technology upgrade based on big data analysis: General research project of Tsinghua University National Laboratory of Information Science and Technology (to be established) (deputy head) 20 14 to 20 14+02.

[4] causal topology identification and anomaly tracking of multivariable large-scale systems (responsible for) Tsinghua University independent scientific research plan (from 20 14 to 20 16 to 12).

[5] Development and application of MES for chlor-alkali chemical energy saving, environmental protection and safety management (key member) National 863 Plan (20 13 1 month to 20151February)

[6] Tsinghua National Laboratory of Information Science and Technology (to be established) interdisciplinary fund for abnormal working conditions management and decision support in production process (in charge) 20 12 to 20 12 to 20 13+02.

[7] International scientific and technological cooperation project between Tsinghua University and ExxonMobil Research Engineering Company (in charge) 20 12 1 to 2013 April.

[8] Research on Semi-quantitative Fault Diagnosis of Large Complex Systems Based on SDG (Director) Youth Project of National Natural Science Foundation (20 10-20 12+02)

[9] Canada Natural Science and Engineering Committee (main member) advanced technology development strategy project of alarm analysis and design, from June 2009 to September 2065, 438+02.

[10] dynamic characteristics and fault propagation analysis of large-scale complex system model based on SDG (in charge) China postdoctoral science fund project from February 2008 to June 2006 10 [1], Duan Ping, Shah Irish L, Chen. Capturing Connectivity and Causality in Complex Industrial Processes, Springer, 20 14.

Yang Fan, Xiao Deyun, Shah Sirish. Qualitative fault detection and hazard analysis of large-scale complex systems based on signed digraph//Zhang Wei (editor.). Fault detection, Ying Da, March 2065, 438+00:15-50 [2] Duan Ping, Shah Sirish L,. Transfer zero entropy and its application in capturing causality between variables. IEEE control system technology journal, accepted

[3] Jiang Benben, Yang Fan, Wang Wei, Huang Dexian. Bidirectional path model identification based on process data. IEEE transactions on automation science and engineering, doi:10.1109/tase.20654866.20654869686

[4] Zhang Cong, Yang Fan and Ye Hao. Information conditions of data sets in MIMO closed-loop systems with switching controllers. International Journal of Robust and Nonlinear Control, doi:10.1002/rnc.3136.

[5] Zhu Jianfeng, Shu Yidan, Zhao Jinsong and Yang Fan. Dynamic alarm management strategy for chemical process conversion. Journal of loss prevention in processing industry, 20 14, 30: 207-2 18.

[6] Gao Xinqing, Huang Dexian and Ding. Iterative two-level optimization method for nonlinear dynamic soft sensor modeling of wiener structure. Industry and trade. Engineering chemistry research, 2014,53 (3):1172-178.

Shang Chao, Yang Fan, Huang Dexian, Lu Wenxiang. Development of data-driven soft sensor based on deep learning technology. Journal of process control, 2014,24 (3): 223-233

[8] Duan Ping, Chen, Sha Sirish L,. Root cause diagnosis method of plant-wide oscillation. Car magazine, 2014,60 (6): 2019-2034

Duan Ping, Chen, Shaxilish L. Direct causality detection by transfer entropy method. IEEE Transactions on Control System Technology, 2013,21(6): 2052-2066

[10] Yang Fan, Xiao Deyun, Shah Sirish L. Hierarchical modeling and fault propagation analysis of large-scale systems based on signed digraph. IET Control Theory and Application, 2013,7 (4): 537-550.

[1 1] Wan, Lu Ning, Xu Haipeng,,,, Usa Di Adam K. Root Cause Analysis of Novel Fault Statistics Based on Directed Graph Model. Chemical engineering research and development; Design, 2013,91(1): 87-99

Wei Yujie, Jiang Yongheng, Yang Fan, Huang Dexian. Three-stage decomposition modeling of gas-phase polyethylene process quality based on adaptive connection hyperplane and impulse response template. Industry and trade. Engineering Chemistry Research, 2013,52 (16): 5747-5756.

[13] Xu Haipeng, Yang Fan, Ye Hao, Li Weichang, Xu Peng, USA DIADAM K. Contribution of improved fault diagnosis based on weighted reconstruction. Industry and trade. Engineering Chemistry Research, 2013,52 (29): 9858-9870.

John Young, Van, Ye Hao. Application of PDC method in causal analysis of chemical process variables. Journal of Tsinghua University, 2013,53 (2): 210-214.

[15], Shah Sirish, Xiao Deyun, Chen. Improve correlation analysis and visualization of industrial alarm data. ISA transaction, 2012,51(4): 499-506.

, Yang, Fan,. Information attribute of data set in SISO closed-loop system with switching controller. China Journal of Chemical Engineering, 2012,20 (6):1128-135.

Zhai Shouchao, Yang Fan, Yang Hongying, Ye Hao, Wang Guizeng. Leak detection of gas pipeline based on Wigner distribution. Journal of Asia-Pacific Chemical Engineering, 2012,7 (5): 670-677.

[18] Yang Fan, Xiao Deyun. Progress in root cause and fault propagation analysis of large-scale industrial processes. Journal of Control Science and Engineering, 20 12, article number 478373.

Yang Fan, Shah Sirish, Xiao Deyun. The industrial process is modeled and verified by symbolic directed graph through process knowledge and process data. International Journal of Applied Mathematics and Computer Science, 2012,22 (1): 41-53.

[20] john young and Xiao Deyun. Some research problems of intelligent alarm system. Computers and applied chemistry, 20 1 1, 28 (12):117.

[2 1] Yang Fan, Xiao Deyun, Shah Sirish L. Optimal sensor position design for reliable fault detection in the presence of false alarms. Sensor, September 2009 (11): 8579-8592.

[22] john young and Xiao Deyun. SDG model description and fault propagation analysis of control system. Control and Decision-making, 2009,24 (7):1006-101.

[23] Yang Fan and Xiao Deyun. Sensor location strategy in large-scale systems for fault detection applications. Chinese journal of computers, 2008,3 (11): 51? 57

[24] Yang Fan and Xiao Deyun. Probabilistic SDG model description and fault reasoning of large complex systems. Hi-tech Express, 2006, 12(3): 239-244

[25] john young and Xiao Deyun. SDG modeling and its application progress. Control Theory and Application, 2005,22 (9): 767-774.

[26] john young and Xiao Deyun. Research on MES structure of process industry based on agent. Computer Integrated Manufacturing System -CIMS, 2003,9 (2):107-11[27] Zhang Jing, Han Dong, Yang Fan. Chen maoyin. Frequency domain causal analysis method for multivariate systems in hypothesis testing framework // 19 IFAC World Congress, Cape Town, South Africa, August 20 14.

Ma,,, Huang Dexian. Latent subspace clustering based on deep neural network//Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan, 20 14.

[29] Duan Ping, Chen, Shah Shirish L. A new causal analysis method based on information theory//Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan, 20 14.

[30], Yu,. Multi-fault diagnosis of industrial processes based on hybrid dynamic Bayesian networks//Proceedings of the 32nd IASTED International Conference on Modeling, Identification and Control, Innsbruck, Austria, 20 13: 50 1-506.

[3 1] Jiang Benben, Yang Fan, Jiang Yongheng, Huang Dexian. Extended AUDI algorithm for simultaneous identification of forward and reverse paths in closed-loop systems//Proceedings of the 8th IFAC Symposium on Advanced Control of Chemical Processes, Singapore, 20 12: 396-40 1

[32] Yang Fan, Shah Sirish L, Xiao Deyun. Correlation analysis between industrial process alarm data and alarm limit design //20 10 Proceedings of American Control Conference (ACC), Baltimore, 20 10: 5850-5855.

[33] Yang Fan and Xiao Deyun. Solving fault isolation of large-scale complex systems based on SDG rough set theory/17 Proceedings of IFAC World Congress, Seoul, Korea, July 2008: 722 1-7226.

[34] Yang Fan and Xiao Deyun. Interval state estimation in signed digraph based on sensitivity matrix method//Proceedings of 2008 IEEE International Conference on Instrumentation and Measurement Technology (I2MTC), city of victoria, BC, May 2008: 672-675.

[35] Yang Fan and Xiao Deyun. Sensor location of large-scale complex systems under the framework of dynamic signed digraph//Proceedings of 2007 International Conference on IEEE Systems, Man and Cybernetics (SMC), Montreal, Canada, 2007 10: 2843-2847.

[36] Yang Fan and Xiao Deyun. SDG fault diagnosis method based on fault display time//The 6th World Conference on Intelligent Control and Automation (WCICA), China, June 2006: 5744-5747.