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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2014
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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 |
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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 |