On the basis of the collector pressure control characteristics
a large number of historical data in production process the operating experiences
an operation pattern extraction and migrating reconfiguration method is proposed based on the subtractive clustering algorithm for controlling coke oven collector pressure.The subtractive clustering algorithm is used to realize the pattern discovery
the pattern rule extraction
eventually forming the optimized operation pattern database in order to optimize the pressure set-points.The pattern reconfiguration strategy based on the model migration ideological is used to carry out the operation pattern revision.The industrial application results demonstrate the effectiveness of the proposed method.
Intelligent PID coordinated tuning of multivariable processes under variable working conditions in refining and chemical industries
Design of self-optimizing control structure for continuous catalytic reforming reaction process based on surrogate model
Optimization of wet process phosphoric acid hemihydrate process and crystallization of gypsum
A fast active learning method based on kernel extreme learning machine and its application for soft sensing
Controllable heat exchanger network synthesis under uncertainty via multi-scenario optimization
Related Author
ZHOU Jianqiao
WANG Zhu
LUO Xionglin
ZHOU Yilei
LI Zhi
PENG Xin
SU Xiaodan
ZHU Ganyu
Related Institution
Department of Automation, College of Artificial Intelligence, China University of Petroleum
Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology
School of Chemistry and Chemical Engineering, University of Jinan
CAS Key Laboratory of Green Process and Engineering, National Engineering Research Center of Green Recycling for Strategic Metal Resources, Institute of Process Engineering, Chinese Academy of Sciences