Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation
In this paper, a fault-tolerant control (FTC) scheme is proposed for actuator faults, which is built upon tube-based model predictive control (MPC) as well as set-based fault detection and isolation (FDI). In the class of MPC techniques, tubebased MPC can effectively deal with system constraints and...
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doaj-6e7b746e2cd249f4b47105802434c2cb2021-09-06T19:39:49ZengSciendoInternational Journal of Applied Mathematics and Computer Science2083-84922017-03-01271436110.1515/amcs-2017-0004amcs-2017-0004Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault IsolationXu Feng0Puig Vicenç1Ocampo-Martinez Carlos2Olaru Sorin3Niculescu Silviu-Iulian4Institut de Robòtica i Informàtica Industrial (CSIC-UPC) Technical University of Catalonia (UPC), Llorens i Artigas, 4–6, 08028Barcelona, SpainInstitut de Robòtica i Informàtica Industrial (CSIC-UPC) Technical University of Catalonia (UPC), Llorens i Artigas, 4–6, 08028Barcelona, SpainInstitut de Robòtica i Informàtica Industrial (CSIC-UPC) Technical University of Catalonia (UPC), Llorens i Artigas, 4–6, 08028Barcelona, SpainAutomatic Control Department E3S (Supélec Systems Sciences), 3 rue Joliot-Curie, 91192 Gif sur Yvette, Paris, FranceLaboratory of Signals and Systems CNRS—Centrale Supélec, 3 rue Joliot Curie, 91192 Gif sur Yvette, Paris, FranceIn this paper, a fault-tolerant control (FTC) scheme is proposed for actuator faults, which is built upon tube-based model predictive control (MPC) as well as set-based fault detection and isolation (FDI). In the class of MPC techniques, tubebased MPC can effectively deal with system constraints and uncertainties with relatively low computational complexity compared with other robust MPC techniques such as min-max MPC. Set-based FDI, generally considering the worst case of uncertainties, can robustly detect and isolate actuator faults. In the proposed FTC scheme, fault detection (FD) is passive by using invariant sets, while fault isolation (FI) is active by means of MPC and tubes. The active FI method proposed in this paper is implemented by making use of the constraint-handling ability of MPC to manipulate the bounds of inputs.https://doi.org/10.1515/amcs-2017-0004fault detectionfault isolationset-theoretic methodfault-tolerant controlmodel predictive control |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xu Feng Puig Vicenç Ocampo-Martinez Carlos Olaru Sorin Niculescu Silviu-Iulian |
spellingShingle |
Xu Feng Puig Vicenç Ocampo-Martinez Carlos Olaru Sorin Niculescu Silviu-Iulian Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation International Journal of Applied Mathematics and Computer Science fault detection fault isolation set-theoretic method fault-tolerant control model predictive control |
author_facet |
Xu Feng Puig Vicenç Ocampo-Martinez Carlos Olaru Sorin Niculescu Silviu-Iulian |
author_sort |
Xu Feng |
title |
Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation |
title_short |
Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation |
title_full |
Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation |
title_fullStr |
Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation |
title_full_unstemmed |
Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation |
title_sort |
robust mpc for actuator–fault tolerance using set–based passive fault detection and active fault isolation |
publisher |
Sciendo |
series |
International Journal of Applied Mathematics and Computer Science |
issn |
2083-8492 |
publishDate |
2017-03-01 |
description |
In this paper, a fault-tolerant control (FTC) scheme is proposed for actuator faults, which is built upon tube-based model predictive control (MPC) as well as set-based fault detection and isolation (FDI). In the class of MPC techniques, tubebased MPC can effectively deal with system constraints and uncertainties with relatively low computational complexity compared with other robust MPC techniques such as min-max MPC. Set-based FDI, generally considering the worst case of uncertainties, can robustly detect and isolate actuator faults. In the proposed FTC scheme, fault detection (FD) is passive by using invariant sets, while fault isolation (FI) is active by means of MPC and tubes. The active FI method proposed in this paper is implemented by making use of the constraint-handling ability of MPC to manipulate the bounds of inputs. |
topic |
fault detection fault isolation set-theoretic method fault-tolerant control model predictive control |
url |
https://doi.org/10.1515/amcs-2017-0004 |
work_keys_str_mv |
AT xufeng robustmpcforactuatorfaulttoleranceusingsetbasedpassivefaultdetectionandactivefaultisolation AT puigvicenc robustmpcforactuatorfaulttoleranceusingsetbasedpassivefaultdetectionandactivefaultisolation AT ocampomartinezcarlos robustmpcforactuatorfaulttoleranceusingsetbasedpassivefaultdetectionandactivefaultisolation AT olarusorin robustmpcforactuatorfaulttoleranceusingsetbasedpassivefaultdetectionandactivefaultisolation AT niculescusilviuiulian robustmpcforactuatorfaulttoleranceusingsetbasedpassivefaultdetectionandactivefaultisolation |
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1717769991231635456 |