Fan YANG (杨帆)
Fan YANG (杨帆)
Professor of Automation, Tsinghua University
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Data-driven soft sensor development based on deep learning technique
C Shang, F Yang, D Huang, W Lyu
Journal of Process Control 24 (3), 223-233, 2014
An overview of industrial alarm systems: Main causes for alarm overloading, research status, and open problems
J Wang, F Yang, T Chen, SL Shah
IEEE Transactions on Automation Science and Engineering 13 (2), 1045-1061, 2016
Concurrent monitoring of operating condition deviations and process dynamics anomalies with slow feature analysis
C Shang, F Yang, X Gao, X Huang, JAK Suykens, D Huang
AIChE Journal 61 (11), 3666-3682, 2015
Direct causality detection via the transfer entropy approach
P Duan, F Yang, T Chen, SL Shah
IEEE Transactions on Control Systems Technology 21 (6), 2052 - 2066, 2013
Improved correlation analysis and visualization of industrial alarm data
F Yang, SL Shah, D Xiao, T Chen
ISA Transactions 51, 499–506, 2012
Slow feature analysis for monitoring and diagnosis of control performance
C Shang, B Huang, F Yang, D Huang
Journal of Process Control 39, 21-34, 2016
Canonical variate analysis-based contributions for fault identification
B Jiang, D Huang, X Zhu, F Yang, RD Braatz
Journal of Process Control 26, 17-25, 2015
Capturing Connectivity and Causality in Complex Industrial Processes
F Yang, P Duan, SL Shah, T Chen
Springer, 2014
Probabilistic slow feature analysis‐based representation learning from massive process data for soft sensor modeling
C Shang, B Huang, F Yang, D Huang
AIChE Journal 61 (12), 4126-4139, 2015
Signed directed graph based modeling and its validation from process knowledge and process data
F Yang, SL Shah, D Xiao
International Journal of Applied Mathematics and Computer Science 22 (1), 41-53, 2012
A dynamic alarm management strategy for chemical process transitions
J Zhu, Y Shu, J Zhao, F Yang
Journal of Loss Prevention in the Process Industries 30, 207–218, 2014
Recursive slow feature analysis for adaptive monitoring of industrial processes
C Shang, F Yang, B Huang, D Huang
IEEE Transactions on Industrial Electronics 65 (11), 8895-8905, 2018
Progress in root cause and fault propagation analysis of large-scale industrial processes
F Yang, D Xiao
Journal of Control Science and Engineering 2012, 2012
Methods for root cause diagnosis of plant-wide oscillations
P Duan, T Chen, SL Shah, F Yang
AIChE Journal 60 (6), 2019-2034, 2014
SDG 建模及其应用的进展
杨帆, 萧德云
控制理论与应用 22 (5), 767-774, 2005
Transfer zero-entropy and its application for capturing cause and effect relationship between variables
P Duan, F Yang, SL Shah, T Chen
IEEE Transactions on Control Systems Technology, 2014
Soft sensor development and applications based on LSTM in deep neural networks
WK Tsinghua, D Huang, F Yang, Y Jiang
2017 IEEE Symposium Series on Computational Intelligence (SSCI), 1-6, 2017
Correlation analysis of alarm data and alarm limit design for industrial processes
F Yang, SL Shah, D Xiao
Proceedings of the 2010 American Control Conference, 5850-5855, 2010
Dynamic soft sensor development based on convolutional neural networks
K Wang, C Shang, L Liu, Y Jiang, D Huang, F Yang
Industrial & Engineering Chemistry Research 58 (26), 11521-11531, 2019
Novel Bayesian framework for dynamic soft sensor based on support vector machine with finite impulse response
C Shang, X Gao, F Yang, D Huang
IEEE Transactions on Control Systems Technology 22 (4), 1550-1557, 2014
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