Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation

This paper describes a novel thruster fault-tolerant control system (FTC) for open-frame remotely operated vehicles (ROVs). The proposed FTC consists of two subsystems: a model-free thruster fault detection and isolation subsystem (FDI) and a fault accommodation subsystem (FA). The FDI subsystem emp...

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Main Authors: Romano Capocci, Edin Omerdic, Gerard Dooly, Daniel Toal
Format: Article
Language:English
Published: MDPI AG 2018-04-01
Series:Journal of Marine Science and Engineering
Subjects:
ROV
Online Access:http://www.mdpi.com/2077-1312/6/2/40
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spelling doaj-b07f26ceeb4946979fb354485f0a3de42021-04-02T07:25:53ZengMDPI AGJournal of Marine Science and Engineering2077-13122018-04-01624010.3390/jmse6020040jmse6020040Fault-Tolerant Control for ROVs Using Control Reallocation and Power IsolationRomano Capocci0Edin Omerdic1Gerard Dooly2Daniel Toal3CRIS—Centre for Robotics & Intelligent Systems, University of Limerick, Castletroy, Limerick V94 T9PX, IrelandCRIS—Centre for Robotics & Intelligent Systems, University of Limerick, Castletroy, Limerick V94 T9PX, IrelandCRIS—Centre for Robotics & Intelligent Systems, University of Limerick, Castletroy, Limerick V94 T9PX, IrelandCRIS—Centre for Robotics & Intelligent Systems, University of Limerick, Castletroy, Limerick V94 T9PX, IrelandThis paper describes a novel thruster fault-tolerant control system (FTC) for open-frame remotely operated vehicles (ROVs). The proposed FTC consists of two subsystems: a model-free thruster fault detection and isolation subsystem (FDI) and a fault accommodation subsystem (FA). The FDI subsystem employs fault detection units (FDUs), associated with each thruster, to monitor their state. The robust, reliable and adaptive FDUs use a model-free pattern recognition neural network (PRNN) to detect internal and external faulty states of the thrusters in real time. The FA subsystem combines information provided by the FDI subsystem with predefined, user-configurable actions to accommodate partial and total faults and to perform an appropriate control reallocation. Software-level actions include penalisation of faulty thrusters in solution of control allocation problem and reallocation of control energy among the operable thrusters. Hardware-level actions include power isolation of faulty thrusters (total faults only) such that the entire ROV power system is not compromised. The proposed FTC system is implemented as a LabVIEW virtual instrument (VI) and evaluated in virtual (simulated) and real-world environments. The proposed FTC module can be used for open frame ROVs with up to 12 thrusters: eight horizontal thrusters configured in two horizontal layers of four thrusters each, and four vertical thrusters configured in one vertical layer. Results from both environments show that the ROV control system, enhanced with the FDI and FA subsystems, is capable of maintaining full 6 DOF control of the ROV in the presence of up to 6 simultaneous total faults in the thrusters. With the FDI and FA subsystems in place the control energy distribution of the healthy thrusters is optimised so that the ROV can still operate in difficult conditions under fault scenarios.http://www.mdpi.com/2077-1312/6/2/40fault-tolerant controlthruster faultfault detection and isolationfault accommodationROVremotely operated vehicleunderwater vehicle
collection DOAJ
language English
format Article
sources DOAJ
author Romano Capocci
Edin Omerdic
Gerard Dooly
Daniel Toal
spellingShingle Romano Capocci
Edin Omerdic
Gerard Dooly
Daniel Toal
Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
Journal of Marine Science and Engineering
fault-tolerant control
thruster fault
fault detection and isolation
fault accommodation
ROV
remotely operated vehicle
underwater vehicle
author_facet Romano Capocci
Edin Omerdic
Gerard Dooly
Daniel Toal
author_sort Romano Capocci
title Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
title_short Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
title_full Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
title_fullStr Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
title_full_unstemmed Fault-Tolerant Control for ROVs Using Control Reallocation and Power Isolation
title_sort fault-tolerant control for rovs using control reallocation and power isolation
publisher MDPI AG
series Journal of Marine Science and Engineering
issn 2077-1312
publishDate 2018-04-01
description This paper describes a novel thruster fault-tolerant control system (FTC) for open-frame remotely operated vehicles (ROVs). The proposed FTC consists of two subsystems: a model-free thruster fault detection and isolation subsystem (FDI) and a fault accommodation subsystem (FA). The FDI subsystem employs fault detection units (FDUs), associated with each thruster, to monitor their state. The robust, reliable and adaptive FDUs use a model-free pattern recognition neural network (PRNN) to detect internal and external faulty states of the thrusters in real time. The FA subsystem combines information provided by the FDI subsystem with predefined, user-configurable actions to accommodate partial and total faults and to perform an appropriate control reallocation. Software-level actions include penalisation of faulty thrusters in solution of control allocation problem and reallocation of control energy among the operable thrusters. Hardware-level actions include power isolation of faulty thrusters (total faults only) such that the entire ROV power system is not compromised. The proposed FTC system is implemented as a LabVIEW virtual instrument (VI) and evaluated in virtual (simulated) and real-world environments. The proposed FTC module can be used for open frame ROVs with up to 12 thrusters: eight horizontal thrusters configured in two horizontal layers of four thrusters each, and four vertical thrusters configured in one vertical layer. Results from both environments show that the ROV control system, enhanced with the FDI and FA subsystems, is capable of maintaining full 6 DOF control of the ROV in the presence of up to 6 simultaneous total faults in the thrusters. With the FDI and FA subsystems in place the control energy distribution of the healthy thrusters is optimised so that the ROV can still operate in difficult conditions under fault scenarios.
topic fault-tolerant control
thruster fault
fault detection and isolation
fault accommodation
ROV
remotely operated vehicle
underwater vehicle
url http://www.mdpi.com/2077-1312/6/2/40
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