Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene
This paper presents a new nonlinear model predictive control (MPC) algorithm for Hammerstein systems subject to constraints on the state, input, and intermediate variable. Taking no account of constraints, a desired linear controller of the intermediate variable is obtained by applying pole placemen...
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Format: | Article |
Language: | English |
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Wiley
2012-01-01
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Series: | Journal of Control Science and Engineering |
Online Access: | http://dx.doi.org/10.1155/2012/630645 |
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author | He De-Feng Yu Li |
author_facet | He De-Feng Yu Li |
author_sort | He De-Feng |
collection | DOAJ |
description | This paper presents a new nonlinear model predictive control (MPC) algorithm for Hammerstein systems subject to constraints on the state, input, and intermediate variable. Taking no account of constraints, a desired linear controller of the intermediate variable is obtained by applying pole placement to the linear subsystem. Then, actual control actions are determined in consideration of constraints by online solving a finite horizon optimal control problem, where only the first control is calculated and others are approximated to reduce the computational demand. Moreover, the asymptotic stability can be guaranteed in certain condition. Finally, the simulation example of the grade transition control of industrial polypropylene plants is used to demonstrate the effectiveness of the results proposed here. |
format | Article |
id | doaj-art-61afe5b115b94034b60c632f8fc0c9d5 |
institution | Kabale University |
issn | 1687-5249 1687-5257 |
language | English |
publishDate | 2012-01-01 |
publisher | Wiley |
record_format | Article |
series | Journal of Control Science and Engineering |
spelling | doaj-art-61afe5b115b94034b60c632f8fc0c9d52025-02-03T06:13:57ZengWileyJournal of Control Science and Engineering1687-52491687-52572012-01-01201210.1155/2012/630645630645Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of PolypropyleneHe De-Feng0Yu Li1College of Information Engineering, Zhejiang University of Technology, Zhejiang, Hangzhou 310023, ChinaCollege of Information Engineering, Zhejiang University of Technology, Zhejiang, Hangzhou 310023, ChinaThis paper presents a new nonlinear model predictive control (MPC) algorithm for Hammerstein systems subject to constraints on the state, input, and intermediate variable. Taking no account of constraints, a desired linear controller of the intermediate variable is obtained by applying pole placement to the linear subsystem. Then, actual control actions are determined in consideration of constraints by online solving a finite horizon optimal control problem, where only the first control is calculated and others are approximated to reduce the computational demand. Moreover, the asymptotic stability can be guaranteed in certain condition. Finally, the simulation example of the grade transition control of industrial polypropylene plants is used to demonstrate the effectiveness of the results proposed here.http://dx.doi.org/10.1155/2012/630645 |
spellingShingle | He De-Feng Yu Li Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene Journal of Control Science and Engineering |
title | Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene |
title_full | Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene |
title_fullStr | Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene |
title_full_unstemmed | Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene |
title_short | Pole Placement-Based NMPC of Hammerstein Systems and Its Application to Grade Transition Control of Polypropylene |
title_sort | pole placement based nmpc of hammerstein systems and its application to grade transition control of polypropylene |
url | http://dx.doi.org/10.1155/2012/630645 |
work_keys_str_mv | AT hedefeng poleplacementbasednmpcofhammersteinsystemsanditsapplicationtogradetransitioncontrolofpolypropylene AT yuli poleplacementbasednmpcofhammersteinsystemsanditsapplicationtogradetransitioncontrolofpolypropylene |