Design and Implementation of Hybrid Modeling and PFC for Oxygen Content Regulation in a Coke Furnace

doi:10.1109/TII.2018.2815717

	Design and Implementation of Hybrid Modeling and PFC for Oxygen Content Regulation in a Coke Furnace
	Zhang, Ridong 2; Jin, Qibing 1
刊名	IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
	2018-06-01
卷号	14 期号:6 页码:2335-2342
关键词	Industrial Coke Furnace Oxygen Content Regulation Predictive Functional Control (Pfc) Proportional-integral-derivative (Pid) Control
ISSN号	1551-3203
DOI	10.1109/TII.2018.2815717
文献子类	Article
英文摘要	This paper proposes the implementation of hybrid data driven modeling and predictive functional control (PFC) strategy for regulation of oxygen in an industrial coke furnace. A comprehensive model that incorporates simple step-response test and nonlinear optimization using neural network is first developed through process operation data. Then, a nonlinear PFC is designed to improve the dynamic response and steady operation. The proposed PFC overcomes the disadvantages of proportional-integralderivative or linear advance control strategies because the developed process model yields better process dynamics prediction and facilitates the subsequent PFC controller to improve process operation. In addition, the linear iterative form of the controller design is implemented such that engineers can easily apply it to industrial processes. Results are shown by way of simulations and experimental tests to demonstrate the effectiveness of the proposed strategy.
WOS关键词	DISTRIBUTED-PARAMETER SYSTEMS ; PREDICTIVE CONTROL ; DELAYED COKING
WOS研究方向	Automation & Control Systems ; Computer Science ; Engineering
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000434297100002
资助机构	National Natural Science Foundation of China(61673147 ; 61673004)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/28190]
专题	中国科学院自动化研究所
通讯作者	Zhang, Ridong
作者单位	1.Beijing Univ Chem Technol, Inst Automat, Beijing 100029, Peoples R China 2.Hangzhou Dianzi Univ, Belt & Rd Informat Res Inst, Hangzhou 310018, Zhejiang, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Ridong,Jin, Qibing. Design and Implementation of Hybrid Modeling and PFC for Oxygen Content Regulation in a Coke Furnace[J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,2018,14(6):2335-2342.
APA	Zhang, Ridong,&Jin, Qibing.(2018).Design and Implementation of Hybrid Modeling and PFC for Oxygen Content Regulation in a Coke Furnace.IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS,14(6),2335-2342.
MLA	Zhang, Ridong,et al."Design and Implementation of Hybrid Modeling and PFC for Oxygen Content Regulation in a Coke Furnace".IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS 14.6(2018):2335-2342.