Cargando…
Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles
A multiple-actuator fault isolation approach for overactuated electric vehicles (EVs) is designed with a minimal [Formula: see text]-norm solution. As the numbers of driving motors and steering actuators increase beyond the number of controlled variables, an EV becomes an overactuated system, which...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8949708/ https://www.ncbi.nlm.nih.gov/pubmed/35336319 http://dx.doi.org/10.3390/s22062144 |
_version_ | 1784674969777602560 |
---|---|
author | Park, Jinseong Park, Youngjin |
author_facet | Park, Jinseong Park, Youngjin |
author_sort | Park, Jinseong |
collection | PubMed |
description | A multiple-actuator fault isolation approach for overactuated electric vehicles (EVs) is designed with a minimal [Formula: see text]-norm solution. As the numbers of driving motors and steering actuators increase beyond the number of controlled variables, an EV becomes an overactuated system, which exhibits actuator redundancy and enables the possibility of fault-tolerant control (FTC). On the other hand, an increase in the number of actuators also increases the possibility of simultaneously occurring multiple faults. To ensure EV reliability while driving, exact and fast fault isolation is required; however, the existing fault isolation methods demand high computational power or complicated procedures because the overactuated systems have many actuators, and the number of simultaneous fault occurrences is increased. The method proposed in this paper exploits the concept of sparsity. The underdetermined linear system is defined from the parity equation, and fault isolation is achieved by obtaining the sparsest nonzero component of the residuals from the minimal [Formula: see text]-norm solution. Therefore, the locations of the faults can be obtained in a sequence, and only a consistently low computational load is required regardless of the isolated number of faults. The experimental results obtained with a scaled-down overactuated EV support the effectiveness of the proposed method, and a quantitative index of the sparsity condition for the target EV is discussed with a CarSim-connected MATLAB/Simulink simulation. |
format | Online Article Text |
id | pubmed-8949708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89497082022-03-26 Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles Park, Jinseong Park, Youngjin Sensors (Basel) Article A multiple-actuator fault isolation approach for overactuated electric vehicles (EVs) is designed with a minimal [Formula: see text]-norm solution. As the numbers of driving motors and steering actuators increase beyond the number of controlled variables, an EV becomes an overactuated system, which exhibits actuator redundancy and enables the possibility of fault-tolerant control (FTC). On the other hand, an increase in the number of actuators also increases the possibility of simultaneously occurring multiple faults. To ensure EV reliability while driving, exact and fast fault isolation is required; however, the existing fault isolation methods demand high computational power or complicated procedures because the overactuated systems have many actuators, and the number of simultaneous fault occurrences is increased. The method proposed in this paper exploits the concept of sparsity. The underdetermined linear system is defined from the parity equation, and fault isolation is achieved by obtaining the sparsest nonzero component of the residuals from the minimal [Formula: see text]-norm solution. Therefore, the locations of the faults can be obtained in a sequence, and only a consistently low computational load is required regardless of the isolated number of faults. The experimental results obtained with a scaled-down overactuated EV support the effectiveness of the proposed method, and a quantitative index of the sparsity condition for the target EV is discussed with a CarSim-connected MATLAB/Simulink simulation. MDPI 2022-03-10 /pmc/articles/PMC8949708/ /pubmed/35336319 http://dx.doi.org/10.3390/s22062144 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Park, Jinseong Park, Youngjin Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title | Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title_full | Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title_fullStr | Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title_full_unstemmed | Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title_short | Multiple-Actuator Fault Isolation Using a Minimal ℓ(1)-Norm Solution with Applications in Overactuated Electric Vehicles |
title_sort | multiple-actuator fault isolation using a minimal ℓ(1)-norm solution with applications in overactuated electric vehicles |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8949708/ https://www.ncbi.nlm.nih.gov/pubmed/35336319 http://dx.doi.org/10.3390/s22062144 |
work_keys_str_mv | AT parkjinseong multipleactuatorfaultisolationusingaminimall1normsolutionwithapplicationsinoveractuatedelectricvehicles AT parkyoungjin multipleactuatorfaultisolationusingaminimall1normsolutionwithapplicationsinoveractuatedelectricvehicles |