DNN-Based ADNMPC of an Industrial Pickling Cold-Rolled Titanium Process via Field Enhancement Heat Exchange
Joint Authors
Yang, Biao
Peng, Jinhui
Li, Wei
Li, Youling
Luo, Huilong
Zhang, Zhuming
Guo, Shenghui
Zhang, Shimin
Su, Hezhou
Shi, Yaming
Source
International Journal of Chemical Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-11-16
Country of Publication
Egypt
No. of Pages
13
Abstract EN
The dynamic neural network based adaptive direct nonlinear model predictive control is designed to control an industrial microwave heating pickling cold-rolled titanium process.
The identifier of the direct adaptive nonlinear model identification and the controller of the adaptive nonlinear model predictive control are designed based on series-parallel dynamic neural network training by RLS algorithm with variable incremental factor, gain, and forgetting factor.
These identifier and controller are used to constitute intelligent controller for adjusting the temperature of microwave heating acid.
The correctness of the controller structure, the convergence, and feasibility of the control algorithms is tested by system simulation.
For a given point tracking, model mismatch simulation results show that the controller can be implemented on the system to track and overcome the mismatch system model.
The control model can be achieved to track on pickling solution concentration and temperature of a given reference and overcome the disturbance.
American Psychological Association (APA)
Yang, Biao& Peng, Jinhui& Li, Wei& Li, Youling& Luo, Huilong& Zhang, Zhuming…[et al.]. 2015. DNN-Based ADNMPC of an Industrial Pickling Cold-Rolled Titanium Process via Field Enhancement Heat Exchange. International Journal of Chemical Engineering،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1065381
Modern Language Association (MLA)
Yang, Biao…[et al.]. DNN-Based ADNMPC of an Industrial Pickling Cold-Rolled Titanium Process via Field Enhancement Heat Exchange. International Journal of Chemical Engineering No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1065381
American Medical Association (AMA)
Yang, Biao& Peng, Jinhui& Li, Wei& Li, Youling& Luo, Huilong& Zhang, Zhuming…[et al.]. DNN-Based ADNMPC of an Industrial Pickling Cold-Rolled Titanium Process via Field Enhancement Heat Exchange. International Journal of Chemical Engineering. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1065381
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1065381