An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets

© 2016, Copyright © Taylor & Francis Group, LLC. In this paper, an off-line formulation of tube-based robust model predictive control (MPC) using polyhedral invariant sets is proposed. A novel feature is the fact that no optimal control problem needs to be solved at each sampling time. Moreove...

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Main Authors: Pornchai Bumroongsri, Soorathep Kheawhom
Other Authors: Mahidol University
Format: Article
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/43352
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spelling th-mahidol.433522019-03-14T15:04:24Z An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets Pornchai Bumroongsri Soorathep Kheawhom Mahidol University Chulalongkorn University Chemical Engineering Chemistry © 2016, Copyright © Taylor & Francis Group, LLC. In this paper, an off-line formulation of tube-based robust model predictive control (MPC) using polyhedral invariant sets is proposed. A novel feature is the fact that no optimal control problem needs to be solved at each sampling time. Moreover, the proposed tube-based robust MPC algorithm can deal with the linear time-varying (LTV) system with bounded disturbance. The simulation results show that the state at each time step is restricted to lie within a tube whose center is the state of the nominal LTV system that converges to the origin. Finally, the state is kept within a tube whose center is at the origin, so robust stability is guaranteed. Satisfaction of the state and control constraints is guaranteed by employing tighter constraint sets for the nominal LTV system. 2018-12-11T02:29:34Z 2019-03-14T08:04:24Z 2018-12-11T02:29:34Z 2019-03-14T08:04:24Z 2016-06-02 Article Chemical Engineering Communications. Vol.203, No.6 (2016), 736-745 10.1080/00986445.2015.1089402 15635201 00986445 2-s2.0-84961282155 https://repository.li.mahidol.ac.th/handle/123456789/43352 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84961282155&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Chemical Engineering
Chemistry
spellingShingle Chemical Engineering
Chemistry
Pornchai Bumroongsri
Soorathep Kheawhom
An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
description © 2016, Copyright © Taylor & Francis Group, LLC. In this paper, an off-line formulation of tube-based robust model predictive control (MPC) using polyhedral invariant sets is proposed. A novel feature is the fact that no optimal control problem needs to be solved at each sampling time. Moreover, the proposed tube-based robust MPC algorithm can deal with the linear time-varying (LTV) system with bounded disturbance. The simulation results show that the state at each time step is restricted to lie within a tube whose center is the state of the nominal LTV system that converges to the origin. Finally, the state is kept within a tube whose center is at the origin, so robust stability is guaranteed. Satisfaction of the state and control constraints is guaranteed by employing tighter constraint sets for the nominal LTV system.
author2 Mahidol University
author_facet Mahidol University
Pornchai Bumroongsri
Soorathep Kheawhom
format Article
author Pornchai Bumroongsri
Soorathep Kheawhom
author_sort Pornchai Bumroongsri
title An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
title_short An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
title_full An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
title_fullStr An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
title_full_unstemmed An Off-Line Formulation of Tube-Based Robust MPC Using Polyhedral Invariant Sets
title_sort off-line formulation of tube-based robust mpc using polyhedral invariant sets
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/43352
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