A Comparative Study on Human Movement Classification Using Wi-Fi Based Passive Forward Scattering Radar

IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS TEM Journal-Technology Education Management Informatics Pub Date : 2023-08-28 DOI:10.18421/tem123-13
Muhammad Nazrin Farhan Nasarudin, Hidayatusherlina Razali, N. Ismail, Nor Ayu Zalina Zakaria, A. Alnaeb, Megat Syahirul Amin Megat Ali, N. E. Abdul Rashid
{"title":"A Comparative Study on Human Movement\nClassification Using Wi-Fi Based Passive\nForward Scattering Radar","authors":"Muhammad Nazrin Farhan Nasarudin, Hidayatusherlina Razali, N. Ismail, Nor Ayu Zalina Zakaria, A. Alnaeb, Megat Syahirul Amin Megat Ali, N. E. Abdul Rashid","doi":"10.18421/tem123-13","DOIUrl":null,"url":null,"abstract":"Forward scattering radar has been widely used to classify human movements. To reduce concern of prolonged radiation exposure, Wi-Fi based passive scattering radar with bistatic topology is proposed. The movements include walking, bending, sitting, and kneeling. The enveloping algorithm applied to Wi-Fi based passive forward scattering radar signals has produced a comparable pattern to the ones from the active configuration. The features extracted from the frequency spectrum are also similar for both radar topologies. These led to comparable performance when classifying using artificial neural network. Hence, Wi-Fi can effectively reduce the cost of radar sensors.","PeriodicalId":45439,"journal":{"name":"TEM Journal-Technology Education Management Informatics","volume":null,"pages":null},"PeriodicalIF":0.6000,"publicationDate":"2023-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"TEM Journal-Technology Education Management Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.18421/tem123-13","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"COMPUTER SCIENCE, INFORMATION SYSTEMS","Score":null,"Total":0}
引用次数: 0

Abstract

Forward scattering radar has been widely used to classify human movements. To reduce concern of prolonged radiation exposure, Wi-Fi based passive scattering radar with bistatic topology is proposed. The movements include walking, bending, sitting, and kneeling. The enveloping algorithm applied to Wi-Fi based passive forward scattering radar signals has produced a comparable pattern to the ones from the active configuration. The features extracted from the frequency spectrum are also similar for both radar topologies. These led to comparable performance when classifying using artificial neural network. Hence, Wi-Fi can effectively reduce the cost of radar sensors.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
基于Wi-Fi的被动前向散射雷达人体运动分类的比较研究
前向散射雷达被广泛用于人体运动分类。为了减少对长时间辐射暴露的担忧,提出了基于Wi-Fi的双基地拓扑被动散射雷达。这些动作包括走路、弯腰、坐着和跪着。将包络算法应用于基于Wi-Fi的被动前向散射雷达信号,产生了与主动配置的信号相似的模式。从频谱中提取的特征对于两种雷达拓扑也是相似的。这些导致使用人工神经网络进行分类时的性能相当。因此,Wi-Fi可以有效降低雷达传感器的成本。
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 去求助
来源期刊
TEM Journal-Technology Education Management Informatics
TEM Journal-Technology Education Management Informatics COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
2.20
自引率
14.30%
发文量
176
审稿时长
8 weeks
期刊介绍: TEM JOURNAL - Technology, Education, Management, Informatics Is a an Open Access, Double-blind peer reviewed journal that publishes articles of interdisciplinary sciences: • Technology, • Computer and informatics sciences, • Education, • Management
期刊最新文献
Relationship Between Computational and Critical Thinking Towards Modelling Competency Among Pre-Service Mathematics Teachers Neural Networks Applicability for Design of Reinforced Concrete Sections for Bending A Modified Approach for Forecasting Relative Humidity in Indoor Premises The Impact of Chatbots on Customer Satisfaction: A Systematic Literature Review Managing Environmental Noise with Mobile Noise Barriers - a Case Study of a Dolomite Quarry in Slovakia
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1