近期论文
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专著及章节
ISERMANN Rolf, MUNCHHOF Marco. 动态系统辨识——导论与应用. 杨帆, 耿立辉, 倪博溢, 译, 北京: 机械工业出版社, 2016
YANG Fan, DUAN Ping, SHAH Sirish L, CHEN Tongwen. Capturing Connectivity and Causality in Complex Industrial Processes, Springer, 2014
YANG Fan, XIAO Deyun, SHAH Sirish L. Qualitative fault detection and hazard analysis based on signed directed graphs for large-scale complex systems // ZHANG Wei (ed.). Fault Detection, INTECH, March 2010: 15-50
期刊论文（部分）
YU Feng, XIONG Qiluo, CAO Liang, YANG Fan. Stable soft sensor modeling based on causality analysis. Control Engineering Practice, accepted
KLIMCHENKO Vladimir, TORGASHOV Andrei, SHARDT Yuri A W, YANG Fan. Multi-output soft sensor with a multivariate filter that predicts errors applied to an industrial reactive distillation process. Mathematics, 2021, 9, 1947
GAO Xinrui, YANG Fan, FENG Enbo. A process fault diagnosis method using multi-time scale dynamic feature extraction based on convolutional neural network. Canadian Journal of Chemical Engineering, 2020, 98(6): 1280-1292
CAO Liang, YU Feng, YANG Fan, CAO Yankai, GOPALUNI Bhushan. Data-driven dynamic inferential sensors based on causality analysis. Control Engineering Practice, 2020, 104, 104626
GUO Cen, YANG Fan, HUANG Dexian, HU Wenkai. Deep learning technique for process fault detection and diagnosis in the presence of incomplete data. Chinese Journal of Chemical Engineering, 2020, 28(9): 2358-2367
LI Yun, YANG Fan. Robust adaptive attitude control for non-rigid spacecraft with quantized control input. IEEE/CAA Journal of Automatica Sinica, 2020, 7(2): 472-481
WANG Kangcheng, SHANG Chao, LIU Lei, JIANG Yongheng, HUANG Dexian, YANG Fan. Dynamic soft sensor development based on convolutional neural networks. Industrial & Engineering Chemistry Research, 2019, 58(26): 11521-11531
LAI Shiqi, YANG Fan, CHEN Tongwen, CAO Liang. Accelerated multiple alarm flood sequence alignment for abnormality pattern mining. Journal of Process Control, 2019, 82: 44-57
SHANG Chao, YANG Fan, HUANG Dexian, JI Hongquan, HUANG Xiaolin. Generalized grouped contributions for hierarchical fault diagnosis with group Lasso. Control Engineering Practice, 2019, 93, 104193
SHANG Chao, YANG Fan, HUANG Biao, HUANG Dexian. Recursive slow feature analysis for adaptive monitoring of industrial processes. IEEE Transactions on Industrial Electronics, 2018, 65(11): 8895-8905
萧德云, 杨帆, 张益农, 耿立辉. UD分解与偏差补偿结合用于变量带误差模型辨识. 控制理论与应用. 2018, 35(7): 949-955
GUO Cen, HU Wenkai, LAI Shiqi, YANG Fan, CHEN Tongwen. An accelerated alignment method for analyzing time sequences of industrial alarm floods. Journal of Process Control, 2017, 57: 102-115
LAI Shiqi, YANG Fan, CHEN Tongwen. Online pattern matching and prediction of incoming alarm floods. Journal of Process Control, 2017, 56: 69-78
SU Jianjun, WANG Dezheng, ZHANG Yinong, YANG Fan, ZHAO Yan, PANG Xiangkun. Capturing causality for fault diagnosis based on multi-valued alarm series using transfer entropy. Entropy, 2017, 19(12): 663
GAO Xinqing, YANG Fan, SHANG Chao, HUANG Dexian. A novel data-driven method for simultaneous performance assessment and retuning of PID controllers. Industrial & Engineering Chemistry Research, 2017, 56(8): 2127–2139
GUO Feihong, SHANG Chao, HUANG Biao, WANG Kangcheng, YANG Fan, HUANG Dexian. Monitoring of operating point and process dynamics via probabilistic slow feature analysis, Chemometrics and Intelligent Laboratory Systems, 2016, 151: 115-125
WANG Jiandong, YANG Fan, CHEN Tongwen, SHAH Sirish L. An overview of industrial alarm systems: Main causes for alarm overloading, research status, and open problems. IEEE Transactions on Automation Science and Engineering, 2016, 13(2): 1045-1061
SHANG Chao, HUANG Biao, YANG Fan, HUANG Dexian. Slow feature analysis for monitoring and diagnosis of control performance. Journal of Process Control, 2016, 39: 21-34
JIANG Benben, YANG Fan, HUANG Dexian. Simultaneous structure and parameter identification of multivariate systems by matrix decomposition. Transactions of the Institute of Measurement and Control, 2016, 38(12): 1411-1420
GAO Xinqing, YANG Fan, SHANG Chao, HUANG Dexian. A review of control loop monitoring and diagnosis: Prospects of controller maintenance in big data era. Chinese Journal of Chemical Engineering, 2016, 24 (8): 952-962
YU Weijun, YANG Fan. Detection of causality between process variables based on industrial alarm data using transfer entropy. Entropy, 2015, 17(8): 5868-5887
JIANG Benben, YANG Fan, WANG Wei, HUANG Dexian. Simultaneous identification of bi-directional paths in closed-loop systems with coloured noise. Automatica, 2015, 58: 139-142
SHANG Chao, HUANG Biao, YANG Fan, HUANG Dexian. Probabilistic slow feature analysis-based representation learning from massive process data for soft sensor modeling. AIChE Journal, 2015, 61(12): 4126-4139
SHANG Chao, YANG Fan, GAO Xinqing, HUANG Xiaolin, SUYKENS Johan A K, HUANG Dexian. Concurrent monitoring of operating condition deviations and process dynamics anomalies with slow feature analysis. AIChE Journal, 2015, 61(11): 3666-3682
JIANG Benben, HUANG Dexian, ZHU Xiaoxiang, YANG Fan, BRAATZ Richard D. Canonical variate analysis-based contributions for fault identification. Journal of Process Control, 2015, 26: 17-25
DUAN Ping, YANG Fan, SHAH Sirish L, CHEN Tongwen. Transfer zero-entropy and its application for capturing cause and effect relationship between variables. IEEE Transactions on Control Systems Technology, 2015, 23(3): 855-867
JIANG Benben, YANG Fan, WANG Wei, HUANG Dexian. Identification of bidirectional path models based on process data. IEEE Transactions on Automation Science and Engineering, 2015, 12(2): 666-679
ZHANG Cong, YANG Fan, YE Hao. Informative conditions for a data set in a MIMO closed-loop system with a switching controller. International Journal of Robust and Nonlinear Control, 2015, 25(9): 1265-1281
SHANG Chao, GAO Xinqing, YANG Fan, HUANG Dexian. Novel Bayesian framework for dynamic soft sensor based on support vector machine with finite impulse response. IEEE Transactions on Control Systems Technology, 2014, 23(4): 1550-1557
ZHU Jianfeng, SHU Yidan, ZHAO Jinsong, YANG Fan. A dynamic alarm management strategy for chemical process transitions. Journal of Loss Prevention in the Process Industries, 2014, 30: 207-218
GAO Xinqing, YANG Fan, HUANG Dexian, DING Yanjun. An iterative two-level optimization method for the modeling of Wiener structure nonlinear dynamic soft sensors. Industrial & Engineering Chemistry Research, 2014, 53(3): 1172-1178
SHANG Chao, YANG Fan, HUANG Dexian, LYU Wenxiang. Data-driven soft sensor development based on deep learning technique. Journal of Process Control, 2014, 24(3): 223-233
DUAN Ping, CHEN Tongwen, SHAH Sirish L, YANG Fan. Methods for root cause diagnosis of plant-wide oscillations. AIChE Journal, 2014, 60(6): 2019-2034
DUAN Ping, YANG Fan, CHEN Tongwen, SHAH Sirish L. Direct causality detection via the transfer entropy approach. IEEE Transactions on Control Systems Technology, 2013, 21(6): 2052-2066
YANG Fan, XIAO Deyun, SHAH Sirish L. Signed directed graph-based hierarchical modelling and fault propagation analysis for large-scale systems. IET Control Theory and Applications, 2013, 7(4): 537-550
WAN Yiming, YANG Fan, LV Ning, XU Haipeng, YE Hao, LI Weichang, XU Peng, SONG Liming, USADI Adam K. Statistical root cause analysis of novel faults based on digraph models. Chemical Engineering Research & Design, 2013, 91(1): 87-99
WEI Yujie, JIANG Yongheng, YANG Fan, HUANG Dexian. Three-stage decomposition modeling for quality of gas-phase polyethylene process based on adaptive hinging hyperplanes and impulse response template. Industrial & Engineering Chemistry Research, 2013, 52(16): 5747-5756
XU Haipeng, YANG Fan, YE Hao, LI Weichang, XU Peng, USADI Adam K. Weighted reconstruction-based contribution for improved fault diagnosis. Industrial & Engineering Chemistry Research, 2013, 52(29): 9858-9870
杨帆, 范牛军, 叶昊. PDC方法在化工过程变量间因果关系分析中的应用. 清华大学学报, 2013, 53(2): 210-214
YANG Fan, SHAH Sirish L, XIAO Deyun, CHEN Tongwen. Improved correlation analysis and visualization of industrial alarm data. ISA Transactions, 2012, 51(4): 499-506
ZHANG Cong, YANG, Fan, YE Hao. Informative property of the data set in a single-input single-output (SISO) closed-loop system with a switching controller. Chinese Journal of Chemical Engineering, 2012, 20(6): 1128-1135
ZHAI Shouchao, YANG Fan, YANG Hongying, YE Hao, WANG Guizeng. Leak detection of gas pipelines based on Wigner distribution. Asia-Pacific Journal of Chemical Engineering, 2012, 7(5): 670-677
YANG Fan, XIAO Deyun. Progress in root cause and fault propagation analysis of large-scale industrial processes. Journal of Control Science and Engineering, 2012, Article ID 478373
YANG Fan, SHAH Sirish L, XIAO Deyun. Signed directed graph modeling and validation of industrial processes by process knowledge and process data. International Journal of Applied Mathematics and Computer Science, 2012, 22(1): 41-53
杨帆, 萧德云. 智能报警系统若干研究问题. 计算机与应用化学, 2011, 28(12): 111-117
YANG Fan, XIAO Deyun, SHAH Sirish L. Optimal sensor location design for reliable fault detection in presence of false alarms. Sensors, 2009, 9(11): 8579-8592
杨帆, 萧德云. 控制系统的SDG 模型描述及故障传播分析. 控制与决策, 2009, 24(7): 1006-1011
YANG Fan, XIAO Deyun. Sensor location strategy in large-scale systems for fault detection applications. Journal of Computers, 2008, 3(11): 51-57
YANG Fan, XIAO Deyun. Probabilistic SDG model description and fault inference for large-scale complex systems. High Technology Letters, 2006, 12(3): 239-244
杨帆, 萧德云. SDG 建模及其应用的进展. 控制理论与应用, 2005, 22(9): 767-774
杨帆, 萧德云. 基于Agent的流程工业MES结构研究. 计算机集成制造系统——CIMS, 2003, 9(2): 107-111
会议论文（部分）
GUO Cen, HU Wenkai, YANG Fan, HUANG Dexian. A deep learning technique for process fault detection and diagnosis in the presence of incomplete data. 30th China Process Control Conference, Kunming, China, July 2019 （张钟俊院士优秀论文奖）
GAO Xinqing, YANG Fan, HUANG Dexian. Model quality assessment and model mismatch detection: A temporal smoothness regularization approach. IFAC-PapersOnLine, 2018, 51(18): 1-6 (Proceedings of the 10th IFAC International Symposium on Advanced Control of Chemical Processes, Shenyang, Liaoning, China, July 25-27, 2018, Keynote speech)
ZHANG Jing, HAN Dong, YANG Fan, YE Hao, CHEN Maoyin. Frequency domain causality analysis method for multivariate systems in hypothesis testing framework // 19th IFAC World Congress, Cape Town, South Africa, August 2014: 6870-6877
MA Yanjun, SHANG Chao, YANG Fan, HUANG Dexian. Latent subspace clustering based on deep neural networks // Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan, May 2014
DUAN Ping, YANG Fan, CHEN Tongwen, SHAH Sirish L A new information theory-based method for causality analysis // Proceedings of the 5th International Symposium on Advanced Control of Industrial Processes, Hiroshima, Japan, May 2014
YANG Fan, YU Weijun. Multi-fault diagnosis for industrial processes based on hybrid dynamic Bayesian network // Proceedings of the 32nd IASTED International Conference on Modelling, Identification and Control, Innsbruck, Austria, February 2013: 501-506
JIANG Benben, YANG Fan, JIANG Yongheng, HUANG Dexian. An extended AUDI algorithm for simultaneous identification of forward and backward paths in closed-loop systems // Proceedings of the 8th IFAC Symposium on Advanced Control of Chemical Processes, Singapore, July 2012: 396-401
YANG Fan, SHAH Sirish L, XIAO Deyun. Correlation analysis of alarm data and alarm limit design for industrial processes // Proceedings of 2010 American Control Conference (ACC), Baltimore, July 2010: 5850-5855
YANG Fan, XIAO Deyun. SDG-based fault isolation for large-scale complex systems solved by rough set theory // Proceedings of 17th IFAC World Congress, Seoul, Korea, July 2008: 7221-7226
YANG Fan, XIAO Deyun. Interval state estimation in signed directed graph based on sensitivity matrix method // 2008 IEEE International Instrumentation and Measurement Technology Conference (I2MTC) Proceedings, Victoria, BC, Canada, May 2008: 672-675
YANG Fan, XIAO Deyun. Sensor location problem for large-scale complex systems in the framework of the dynamic signed directed graph // Proceedings of 2007 IEEE International Conference on Systems, Man and Cybernetics (SMC), Montreal, QC, Canada, October 2007: 2843-2847
YANG Fan, XIAO Deyun. Approach to fault diagnosis using SDG based on fault revealing time // Proceedings of 6th World Congress on Intelligent Control and Automation (WCICA), Dalian, China, June 2006: 5744-5747 (Young Research Paper Award)
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