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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Main Authors: Xu Feng, Puig Vicenç, Ocampo-Martinez Carlos, Olaru Sorin, Niculescu Silviu-Iulian
Format: Article
Language:English
Published: Sciendo 2017-03-01
Series:International Journal of Applied Mathematics and Computer Science
Subjects:
Online Access:https://doi.org/10.1515/amcs-2017-0004
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spelling 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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