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Detection of Essential Tremor at the [Formula: see text]-Band
Essential tremor (ET) is a neurological disorder characterized by rhythmic, involuntary shaking of a part or parts of the body. The most common tremor is seen in the hands/arms and fingers. This paper presents an evaluation of ETs monitoring based on finger-to-nose test measurement as captured by sm...
Formato: | Online Artículo Texto |
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Lenguaje: | English |
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IEEE
2018
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808945/ https://www.ncbi.nlm.nih.gov/pubmed/29456897 http://dx.doi.org/10.1109/JTEHM.2017.2789298 |
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collection | PubMed |
description | Essential tremor (ET) is a neurological disorder characterized by rhythmic, involuntary shaking of a part or parts of the body. The most common tremor is seen in the hands/arms and fingers. This paper presents an evaluation of ETs monitoring based on finger-to-nose test measurement as captured by small wireless devices working in shortwave or [Formula: see text]-band frequency range. The acquired signals in terms of amplitude and phase information are used to detect a tremor in the hands. Linearly transforming raw phase data acquired in the [Formula: see text]-band were carried out for calibrating the phase information and to improve accuracy. The data samples are used for classification using support vector machine algorithm. This model is used to differentiate the tremor and nontremor data efficiently based on secondary features that characterize ET. The accuracy of our measurements maintains linearity, and more than 90% accuracy rate is achieved between the feature set and data samples. |
format | Online Article Text |
id | pubmed-5808945 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | IEEE |
record_format | MEDLINE/PubMed |
spelling | pubmed-58089452018-02-16 Detection of Essential Tremor at the [Formula: see text]-Band IEEE J Transl Eng Health Med Article Essential tremor (ET) is a neurological disorder characterized by rhythmic, involuntary shaking of a part or parts of the body. The most common tremor is seen in the hands/arms and fingers. This paper presents an evaluation of ETs monitoring based on finger-to-nose test measurement as captured by small wireless devices working in shortwave or [Formula: see text]-band frequency range. The acquired signals in terms of amplitude and phase information are used to detect a tremor in the hands. Linearly transforming raw phase data acquired in the [Formula: see text]-band were carried out for calibrating the phase information and to improve accuracy. The data samples are used for classification using support vector machine algorithm. This model is used to differentiate the tremor and nontremor data efficiently based on secondary features that characterize ET. The accuracy of our measurements maintains linearity, and more than 90% accuracy rate is achieved between the feature set and data samples. IEEE 2018-01-24 /pmc/articles/PMC5808945/ /pubmed/29456897 http://dx.doi.org/10.1109/JTEHM.2017.2789298 Text en 2168-2372 © 2018 IEEE. Translations and content mining are permitted for academic research only. Personal use is also permitted, but republication/redistribution requires IEEE permission. See http://www.ieee.org/publications_standards/publications/rights/index.html for more information. |
spellingShingle | Article Detection of Essential Tremor at the [Formula: see text]-Band |
title | Detection of Essential Tremor at the [Formula: see text]-Band |
title_full | Detection of Essential Tremor at the [Formula: see text]-Band |
title_fullStr | Detection of Essential Tremor at the [Formula: see text]-Band |
title_full_unstemmed | Detection of Essential Tremor at the [Formula: see text]-Band |
title_short | Detection of Essential Tremor at the [Formula: see text]-Band |
title_sort | detection of essential tremor at the [formula: see text]-band |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808945/ https://www.ncbi.nlm.nih.gov/pubmed/29456897 http://dx.doi.org/10.1109/JTEHM.2017.2789298 |
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