基于生物雷达的远程心理工作量估算

L. Anishchenko
{"title":"基于生物雷达的远程心理工作量估算","authors":"L. Anishchenko","doi":"10.23919/EMF-MED.2018.8526052","DOIUrl":null,"url":null,"abstract":"this work presents a new unobtrusive technique for remote mental workload estimation by a bioradar. The study explores the relationship between mental workload and variation of respiration and heartbeat patterns. The experiments were conducted in laboratory conditions. During the experiments, volunteers were asked to perform a mental arithmetic task. The information about variation of vital signs registered by a bioradar was used to detect the presence of mental workload. We achieved an accuracy of 0.87 and Cohen's kappa of 0.75 in the calm state/mental workload classification.","PeriodicalId":134768,"journal":{"name":"2018 EMF-Med 1st World Conference on Biomedical Applications of Electromagnetic Fields (EMF-Med)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Remote Mental Workload Estimation by a Bioradar\",\"authors\":\"L. Anishchenko\",\"doi\":\"10.23919/EMF-MED.2018.8526052\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"this work presents a new unobtrusive technique for remote mental workload estimation by a bioradar. The study explores the relationship between mental workload and variation of respiration and heartbeat patterns. The experiments were conducted in laboratory conditions. During the experiments, volunteers were asked to perform a mental arithmetic task. The information about variation of vital signs registered by a bioradar was used to detect the presence of mental workload. We achieved an accuracy of 0.87 and Cohen's kappa of 0.75 in the calm state/mental workload classification.\",\"PeriodicalId\":134768,\"journal\":{\"name\":\"2018 EMF-Med 1st World Conference on Biomedical Applications of Electromagnetic Fields (EMF-Med)\",\"volume\":\"43 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2018 EMF-Med 1st World Conference on Biomedical Applications of Electromagnetic Fields (EMF-Med)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.23919/EMF-MED.2018.8526052\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 EMF-Med 1st World Conference on Biomedical Applications of Electromagnetic Fields (EMF-Med)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/EMF-MED.2018.8526052","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

这项工作提出了一种新的不引人注目的技术,用于远程心理工作量估计的生物雷达。该研究探讨了精神负荷与呼吸和心跳模式变化之间的关系。这些实验是在实验室条件下进行的。在实验中,志愿者被要求完成一项心算任务。利用生物雷达记录的生命体征变化信息来检测精神负荷的存在。在平静状态/精神工作负荷分类中,我们达到了0.87的准确率和0.75的Cohen kappa。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Remote Mental Workload Estimation by a Bioradar
this work presents a new unobtrusive technique for remote mental workload estimation by a bioradar. The study explores the relationship between mental workload and variation of respiration and heartbeat patterns. The experiments were conducted in laboratory conditions. During the experiments, volunteers were asked to perform a mental arithmetic task. The information about variation of vital signs registered by a bioradar was used to detect the presence of mental workload. We achieved an accuracy of 0.87 and Cohen's kappa of 0.75 in the calm state/mental workload classification.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
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:604180095
Book学术官方微信