Relaxation Assessment Based on Heart Rate Variability and Heart Rate Using Photoplethsmograms

Yunqi Wang, B. Ling
{"title":"Relaxation Assessment Based on Heart Rate Variability and Heart Rate Using Photoplethsmograms","authors":"Yunqi Wang, B. Ling","doi":"10.1109/ISPCE-ASIA57917.2022.9970859","DOIUrl":null,"url":null,"abstract":"This paper proposes a method in order to assess the level of relaxation of the subjects based on the photoplethysmograms (PPGs). Here, the PPGs are classified into five relaxation levels. In particular, the proposed system composes of a PPG acquisition device, a five class classification algorithm and a cloud system. The PPG acquisition device consists of a photo sensor operating at 880nm. For the algorithm, first three measurements are taken each time at the finger tip. Second, the PPGs are denoised. Third, the feature extraction is performed. More precisely, the heart rate (HR) and the heart rate variability (HRV) are extracted as the features. Fourth, the features are smoothed. Finally, the classification is performed via the random forest. For the cloud system, the PPGs are transmitted to the cloud system via the Wifi and the above processing is performed in the cloud system. Since our proposed system is non-invasive and wearable, it can provide the guideline on the relaxation level to the general public.","PeriodicalId":197173,"journal":{"name":"2022 IEEE International Symposium on Product Compliance Engineering - Asia (ISPCE-ASIA)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE International Symposium on Product Compliance Engineering - Asia (ISPCE-ASIA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISPCE-ASIA57917.2022.9970859","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This paper proposes a method in order to assess the level of relaxation of the subjects based on the photoplethysmograms (PPGs). Here, the PPGs are classified into five relaxation levels. In particular, the proposed system composes of a PPG acquisition device, a five class classification algorithm and a cloud system. The PPG acquisition device consists of a photo sensor operating at 880nm. For the algorithm, first three measurements are taken each time at the finger tip. Second, the PPGs are denoised. Third, the feature extraction is performed. More precisely, the heart rate (HR) and the heart rate variability (HRV) are extracted as the features. Fourth, the features are smoothed. Finally, the classification is performed via the random forest. For the cloud system, the PPGs are transmitted to the cloud system via the Wifi and the above processing is performed in the cloud system. Since our proposed system is non-invasive and wearable, it can provide the guideline on the relaxation level to the general public.
基于心率变异性和心率光容积图的放松评估
本文提出了一种基于光电容积描记图(PPGs)评价被试松弛程度的方法。在这里,ppg被分为五个放松级别。具体而言,该系统由PPG采集装置、五类分类算法和云系统组成。PPG采集装置由一个工作在880nm的光传感器组成。对于该算法,每次在指尖进行前三次测量。其次,对ppg进行去噪处理。第三,进行特征提取。更准确地说,提取心率(HR)和心率变异性(HRV)作为特征。第四,平滑特征。最后,通过随机森林进行分类。对于云系统,ppg通过Wifi传输到云系统,并在云系统中进行上述处理。由于我们提出的系统是非侵入性和可穿戴的,它可以为公众提供放松水平的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信