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A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation
Biological systems, composed of various interrelated components, are nonlinear systems. Improved disease diagnosis and the application of efficient treatment and therapeutic aids are the direct outcomes of possessing a deep understanding of such systems. Therefore, by employing diverse biological sy...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369377/ https://www.ncbi.nlm.nih.gov/pubmed/37501732 http://dx.doi.org/10.1016/j.dib.2023.109438 |
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author | Khodadadi, Vahid Rahatabad, Fereidoun Nowshiravan Sheikhani, Ali Dabanloo, Nader Jafarnia |
author_facet | Khodadadi, Vahid Rahatabad, Fereidoun Nowshiravan Sheikhani, Ali Dabanloo, Nader Jafarnia |
author_sort | Khodadadi, Vahid |
collection | PubMed |
description | Biological systems, composed of various interrelated components, are nonlinear systems. Improved disease diagnosis and the application of efficient treatment and therapeutic aids are the direct outcomes of possessing a deep understanding of such systems. Therefore, by employing diverse biological system simulations and subsequently analyzing their responses and characteristics, we can diagnose diseases. In this particular study, a novel stimulation method was utilized for the first time, employing the Rossler equation, to record the electromyogram (EMG) signals of the biceps muscle in ten participants. The presented dataset enables the extraction of biological, computational, and chaotic features, which can be utilized for disease classification and diagnosis. Furthermore, this dataset can be employed for the training, validation, and testing of neural networks. |
format | Online Article Text |
id | pubmed-10369377 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-103693772023-07-27 A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation Khodadadi, Vahid Rahatabad, Fereidoun Nowshiravan Sheikhani, Ali Dabanloo, Nader Jafarnia Data Brief Data Article Biological systems, composed of various interrelated components, are nonlinear systems. Improved disease diagnosis and the application of efficient treatment and therapeutic aids are the direct outcomes of possessing a deep understanding of such systems. Therefore, by employing diverse biological system simulations and subsequently analyzing their responses and characteristics, we can diagnose diseases. In this particular study, a novel stimulation method was utilized for the first time, employing the Rossler equation, to record the electromyogram (EMG) signals of the biceps muscle in ten participants. The presented dataset enables the extraction of biological, computational, and chaotic features, which can be utilized for disease classification and diagnosis. Furthermore, this dataset can be employed for the training, validation, and testing of neural networks. Elsevier 2023-07-20 /pmc/articles/PMC10369377/ /pubmed/37501732 http://dx.doi.org/10.1016/j.dib.2023.109438 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Data Article Khodadadi, Vahid Rahatabad, Fereidoun Nowshiravan Sheikhani, Ali Dabanloo, Nader Jafarnia A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title | A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title_full | A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title_fullStr | A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title_full_unstemmed | A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title_short | A dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
title_sort | dataset of a stimulated biceps muscle of electromyogram signal by using rossler chaotic equation |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369377/ https://www.ncbi.nlm.nih.gov/pubmed/37501732 http://dx.doi.org/10.1016/j.dib.2023.109438 |
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