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Estimation of Physiological Tremor from Accelerometers for Real-Time Applications
Accurate filtering of physiological tremor is extremely important in robotics assisted surgical instruments and procedures. This paper focuses on developing single stage robust algorithms for accurate tremor filtering with accelerometers for real-time applications. Existing methods rely on estimatin...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231635/ https://www.ncbi.nlm.nih.gov/pubmed/22163783 http://dx.doi.org/10.3390/s110303020 |
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author | Veluvolu, Kalyana C. Ang, Wei Tech |
author_facet | Veluvolu, Kalyana C. Ang, Wei Tech |
author_sort | Veluvolu, Kalyana C. |
collection | PubMed |
description | Accurate filtering of physiological tremor is extremely important in robotics assisted surgical instruments and procedures. This paper focuses on developing single stage robust algorithms for accurate tremor filtering with accelerometers for real-time applications. Existing methods rely on estimating the tremor under the assumption that it has a single dominant frequency. Our time-frequency analysis on physiological tremor data revealed that tremor contains multiple dominant frequencies over the entire duration rather than a single dominant frequency. In this paper, the existing methods for tremor filtering are reviewed and two improved algorithms are presented. A comparative study is conducted on all the estimation methods with tremor data from microsurgeons and novice subjects under different conditions. Our results showed that the new improved algorithms performed better than the existing algorithms for tremor estimation. A procedure to separate the intended motion/drift from the tremor component is formulated. |
format | Online Article Text |
id | pubmed-3231635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32316352011-12-07 Estimation of Physiological Tremor from Accelerometers for Real-Time Applications Veluvolu, Kalyana C. Ang, Wei Tech Sensors (Basel) Article Accurate filtering of physiological tremor is extremely important in robotics assisted surgical instruments and procedures. This paper focuses on developing single stage robust algorithms for accurate tremor filtering with accelerometers for real-time applications. Existing methods rely on estimating the tremor under the assumption that it has a single dominant frequency. Our time-frequency analysis on physiological tremor data revealed that tremor contains multiple dominant frequencies over the entire duration rather than a single dominant frequency. In this paper, the existing methods for tremor filtering are reviewed and two improved algorithms are presented. A comparative study is conducted on all the estimation methods with tremor data from microsurgeons and novice subjects under different conditions. Our results showed that the new improved algorithms performed better than the existing algorithms for tremor estimation. A procedure to separate the intended motion/drift from the tremor component is formulated. Molecular Diversity Preservation International (MDPI) 2011-03-07 /pmc/articles/PMC3231635/ /pubmed/22163783 http://dx.doi.org/10.3390/s110303020 Text en © 2011 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 Veluvolu, Kalyana C. Ang, Wei Tech Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title | Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title_full | Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title_fullStr | Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title_full_unstemmed | Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title_short | Estimation of Physiological Tremor from Accelerometers for Real-Time Applications |
title_sort | estimation of physiological tremor from accelerometers for real-time applications |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3231635/ https://www.ncbi.nlm.nih.gov/pubmed/22163783 http://dx.doi.org/10.3390/s110303020 |
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