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Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors
The paper presents a proof of concept of a new methodology for the load estimation in beam-like structures under complex loading. The paper customizes a Kalman Filter (KF) based estimation technique which is shown to be robust to the presence of measurement noise as well as the changing condition of...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6338926/ https://www.ncbi.nlm.nih.gov/pubmed/30597980 http://dx.doi.org/10.3390/s19010103 |
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author | Soman, Rohan Ostachowicz, Wieslaw |
author_facet | Soman, Rohan Ostachowicz, Wieslaw |
author_sort | Soman, Rohan |
collection | PubMed |
description | The paper presents a proof of concept of a new methodology for the load estimation in beam-like structures under complex loading. The paper customizes a Kalman Filter (KF) based estimation technique which is shown to be robust to the presence of measurement noise as well as the changing condition of the beam for estimation of loads in beam-like structures. The methodology was validated using numerical as well as experimental data. The initial studies indicate that the proposed methodology has promise for applications where monitoring and classification of the strains is necessary, such as those in continuous welded rails. |
format | Online Article Text |
id | pubmed-6338926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-63389262019-01-23 Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors Soman, Rohan Ostachowicz, Wieslaw Sensors (Basel) Article The paper presents a proof of concept of a new methodology for the load estimation in beam-like structures under complex loading. The paper customizes a Kalman Filter (KF) based estimation technique which is shown to be robust to the presence of measurement noise as well as the changing condition of the beam for estimation of loads in beam-like structures. The methodology was validated using numerical as well as experimental data. The initial studies indicate that the proposed methodology has promise for applications where monitoring and classification of the strains is necessary, such as those in continuous welded rails. MDPI 2018-12-29 /pmc/articles/PMC6338926/ /pubmed/30597980 http://dx.doi.org/10.3390/s19010103 Text en © 2018 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 (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Soman, Rohan Ostachowicz, Wieslaw Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title | Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title_full | Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title_fullStr | Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title_full_unstemmed | Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title_short | Kalman Filter Based Load Monitoring in Beam Like Structures Using Fibre-Optic Strain Sensors |
title_sort | kalman filter based load monitoring in beam like structures using fibre-optic strain sensors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6338926/ https://www.ncbi.nlm.nih.gov/pubmed/30597980 http://dx.doi.org/10.3390/s19010103 |
work_keys_str_mv | AT somanrohan kalmanfilterbasedloadmonitoringinbeamlikestructuresusingfibreopticstrainsensors AT ostachowiczwieslaw kalmanfilterbasedloadmonitoringinbeamlikestructuresusingfibreopticstrainsensors |