Cargando…

Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA

A model-free hybrid fault diagnosis technique is proposed to improve the performance of single and double fault detection and isolation. This is a model-free hybrid method which combines the extended parity space approach (EPSA) with a multi-resolution signal decomposition by using a discrete wavele...

Descripción completa

Detalles Bibliográficos
Autores principales: Lee, Wonhee, Park, Chan Gook
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958265/
https://www.ncbi.nlm.nih.gov/pubmed/24556675
http://dx.doi.org/10.3390/s140203428
_version_ 1782307838179147776
author Lee, Wonhee
Park, Chan Gook
author_facet Lee, Wonhee
Park, Chan Gook
author_sort Lee, Wonhee
collection PubMed
description A model-free hybrid fault diagnosis technique is proposed to improve the performance of single and double fault detection and isolation. This is a model-free hybrid method which combines the extended parity space approach (EPSA) with a multi-resolution signal decomposition by using a discrete wavelet transform (DWT). Conventional EPSA can detect and isolate single and double faults. The performance of fault detection and isolation is influenced by the relative size of noise and fault. In this paper; the DWT helps to cancel the high frequency sensor noise. The proposed technique can improve low fault detection and isolation probability by utilizing the EPSA with DWT. To verify the effectiveness of the proposed fault detection method Monte Carlo numerical simulations are performed for a redundant inertial measurement unit (RIMU).
format Online
Article
Text
id pubmed-3958265
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Molecular Diversity Preservation International (MDPI)
record_format MEDLINE/PubMed
spelling pubmed-39582652014-03-20 Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA Lee, Wonhee Park, Chan Gook Sensors (Basel) Article A model-free hybrid fault diagnosis technique is proposed to improve the performance of single and double fault detection and isolation. This is a model-free hybrid method which combines the extended parity space approach (EPSA) with a multi-resolution signal decomposition by using a discrete wavelet transform (DWT). Conventional EPSA can detect and isolate single and double faults. The performance of fault detection and isolation is influenced by the relative size of noise and fault. In this paper; the DWT helps to cancel the high frequency sensor noise. The proposed technique can improve low fault detection and isolation probability by utilizing the EPSA with DWT. To verify the effectiveness of the proposed fault detection method Monte Carlo numerical simulations are performed for a redundant inertial measurement unit (RIMU). Molecular Diversity Preservation International (MDPI) 2014-02-19 /pmc/articles/PMC3958265/ /pubmed/24556675 http://dx.doi.org/10.3390/s140203428 Text en © 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Lee, Wonhee
Park, Chan Gook
Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title_full Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title_fullStr Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title_full_unstemmed Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title_short Double Fault Detection of Cone-Shaped Redundant IMUs Using Wavelet Transformation and EPSA
title_sort double fault detection of cone-shaped redundant imus using wavelet transformation and epsa
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958265/
https://www.ncbi.nlm.nih.gov/pubmed/24556675
http://dx.doi.org/10.3390/s140203428
work_keys_str_mv AT leewonhee doublefaultdetectionofconeshapedredundantimususingwavelettransformationandepsa
AT parkchangook doublefaultdetectionofconeshapedredundantimususingwavelettransformationandepsa