On the Influence of Home Appliances on the Smartphone’s Inertial Sensors

Shunit Truzman, Guy Revach, I. Klein
{"title":"On the Influence of Home Appliances on the Smartphone’s Inertial Sensors","authors":"Shunit Truzman, Guy Revach, I. Klein","doi":"10.1109/SENSORS47087.2021.9639739","DOIUrl":null,"url":null,"abstract":"Accelerometers and gyroscopes are used in many applications such as navigation, attitude determination, and Internet of Things. This paper aims to demonstrate that low-cost accelerometers and gyroscopes suffer from external interference when operating near home appliances. As a consequence, the performance of their downstream task may degrade. To cope with such situations, interference sources are mapped using a smartphone in stationary conditions. Anomaly detection using the multivariate Gaussian distribution is applied to detect and remove interference in the inertial data. The influence of inertial data with and without interference is analyzed on a typical attitude and heading reference system algorithm.","PeriodicalId":6775,"journal":{"name":"2021 IEEE Sensors","volume":"9 1","pages":"1-4"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Sensors","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SENSORS47087.2021.9639739","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Accelerometers and gyroscopes are used in many applications such as navigation, attitude determination, and Internet of Things. This paper aims to demonstrate that low-cost accelerometers and gyroscopes suffer from external interference when operating near home appliances. As a consequence, the performance of their downstream task may degrade. To cope with such situations, interference sources are mapped using a smartphone in stationary conditions. Anomaly detection using the multivariate Gaussian distribution is applied to detect and remove interference in the inertial data. The influence of inertial data with and without interference is analyzed on a typical attitude and heading reference system algorithm.
家用电器对智能手机惯性传感器的影响
加速度计和陀螺仪用于导航、姿态确定和物联网等许多应用中。本文旨在证明低成本加速度计和陀螺仪在靠近家用电器时受到外部干扰。因此,它们的下游任务的性能可能会下降。为了应对这种情况,在静止条件下使用智能手机绘制干扰源。利用多元高斯分布的异常检测方法检测和消除惯性数据中的干扰。分析了有无干扰的惯性数据对典型姿态航向参考系统算法的影响。
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