Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay
The thickness of the steel strip is an important indicator of the overall strip quality. Deviations in thickness are primarily controlled using the automatic gauge control (AGC) system of each rolling stand. At the last stand, the monitoring AGC system is usually used, where the deviations in thickn...
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doaj-a31ddadce11b4b309eeb809dbfd9ec2e2020-11-24T21:48:59ZengHindawi LimitedJournal of Control Science and Engineering1687-52491687-52572017-01-01201710.1155/2017/19525941952594Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement DelayXu Yang0Jingjing Gao1Yuri A. W. Shardt2Linlin Li3Chaonan Tong4School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, ChinaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, ChinaDepartment of Chemical Engineering, University of Waterloo, Waterloo, ON, CanadaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, ChinaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing, ChinaThe thickness of the steel strip is an important indicator of the overall strip quality. Deviations in thickness are primarily controlled using the automatic gauge control (AGC) system of each rolling stand. At the last stand, the monitoring AGC system is usually used, where the deviations in thickness can be directly measured by the X-ray thickness gauge device and used as the input to the AGC system. However, due to the physical distance between the thickness detection device and the rolling stand, time delay is unavoidably present in the thickness control loop, which can affect control performance and lead to system oscillations. Furthermore, the parameters of the system can change due to perturbations from external disturbances. Therefore, this paper proposes an identification and control scheme for monitoring AGC system that can handle time delay and parameter uncertainty. The cross-correlation function is used to estimate the time delay of the system, while the system parameters are identified using a recursive least squares method. The time delay and parameter estimates are then further refined using the Levenberg-Marquardt algorithm, so as to provide the most accurate parameter estimates for the complete system. Simulation results show that, compared with the standard Proportion Integration Differentiation (PID) controller approach, the proposed approach is not affected by changes in the time delay and parameter uncertainties.http://dx.doi.org/10.1155/2017/1952594 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xu Yang Jingjing Gao Yuri A. W. Shardt Linlin Li Chaonan Tong |
spellingShingle |
Xu Yang Jingjing Gao Yuri A. W. Shardt Linlin Li Chaonan Tong Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay Journal of Control Science and Engineering |
author_facet |
Xu Yang Jingjing Gao Yuri A. W. Shardt Linlin Li Chaonan Tong |
author_sort |
Xu Yang |
title |
Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay |
title_short |
Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay |
title_full |
Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay |
title_fullStr |
Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay |
title_full_unstemmed |
Parameter Identification and Control Scheme for Monitoring Automatic Thickness Control System with Measurement Delay |
title_sort |
parameter identification and control scheme for monitoring automatic thickness control system with measurement delay |
publisher |
Hindawi Limited |
series |
Journal of Control Science and Engineering |
issn |
1687-5249 1687-5257 |
publishDate |
2017-01-01 |
description |
The thickness of the steel strip is an important indicator of the overall strip quality. Deviations in thickness are primarily controlled using the automatic gauge control (AGC) system of each rolling stand. At the last stand, the monitoring AGC system is usually used, where the deviations in thickness can be directly measured by the X-ray thickness gauge device and used as the input to the AGC system. However, due to the physical distance between the thickness detection device and the rolling stand, time delay is unavoidably present in the thickness control loop, which can affect control performance and lead to system oscillations. Furthermore, the parameters of the system can change due to perturbations from external disturbances. Therefore, this paper proposes an identification and control scheme for monitoring AGC system that can handle time delay and parameter uncertainty. The cross-correlation function is used to estimate the time delay of the system, while the system parameters are identified using a recursive least squares method. The time delay and parameter estimates are then further refined using the Levenberg-Marquardt algorithm, so as to provide the most accurate parameter estimates for the complete system. Simulation results show that, compared with the standard Proportion Integration Differentiation (PID) controller approach, the proposed approach is not affected by changes in the time delay and parameter uncertainties. |
url |
http://dx.doi.org/10.1155/2017/1952594 |
work_keys_str_mv |
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