Fusion of Information in Indoor Localization Techniques

P. Kanakaraja, Sarat K. Kotamraju, K. Kavya
{"title":"Fusion of Information in Indoor Localization Techniques","authors":"P. Kanakaraja, Sarat K. Kotamraju, K. Kavya","doi":"10.13052/jmm1550-4646.1847","DOIUrl":null,"url":null,"abstract":"In this work, a study of location systems in indoor environments is carried out, starting with the measurement techniques used, the different types of methodologies that can be applied to obtain the position of a device, and the technologies most used to solve these kinds of problems. Lately, it has been an expansion in utilizing location-based services, which builds the investigation of this framework. Also, while the outdoor location is substantially more progressed, the indoor location is continually under audit and, by its inclination, requires a lot tighter precision. The indoor environment can lead the communication from global navigation system and GPS system. The ultrawide band and WLAN techniques are many communication protocols those applications need proper techniques to guide indoor environment. The main objective of this article is based on making a review of the state of the art of location systems in indoor environments, analysing the strengths and weaknesses of existing systems and analysing the possibility of proposing, from a theoretical point of view, the use of information fusion techniques to improve existing systems. Specifically, the possibility of using a system architecture in which several technologies are merged to achieve a more precise result will be analysed. To compare various existing Indoor Navigational methods advantages, disadvantages, and applications. All proposed Indoor Methods based on the requirement the user utilizes required localization techniques. This article mainly focuses on sensor fusion techniques. Moreover, this research introduces an architecture with different layers based on sensor fusion techniques to smooth indoor navigations. The novel methodology providing efficient outcomes like sensitivity 98.34%, accuracy 97.89%, Recall 96.78% and F measure 96.73%.","PeriodicalId":425561,"journal":{"name":"J. Mobile Multimedia","volume":"97 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-03-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"J. Mobile Multimedia","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.13052/jmm1550-4646.1847","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

In this work, a study of location systems in indoor environments is carried out, starting with the measurement techniques used, the different types of methodologies that can be applied to obtain the position of a device, and the technologies most used to solve these kinds of problems. Lately, it has been an expansion in utilizing location-based services, which builds the investigation of this framework. Also, while the outdoor location is substantially more progressed, the indoor location is continually under audit and, by its inclination, requires a lot tighter precision. The indoor environment can lead the communication from global navigation system and GPS system. The ultrawide band and WLAN techniques are many communication protocols those applications need proper techniques to guide indoor environment. The main objective of this article is based on making a review of the state of the art of location systems in indoor environments, analysing the strengths and weaknesses of existing systems and analysing the possibility of proposing, from a theoretical point of view, the use of information fusion techniques to improve existing systems. Specifically, the possibility of using a system architecture in which several technologies are merged to achieve a more precise result will be analysed. To compare various existing Indoor Navigational methods advantages, disadvantages, and applications. All proposed Indoor Methods based on the requirement the user utilizes required localization techniques. This article mainly focuses on sensor fusion techniques. Moreover, this research introduces an architecture with different layers based on sensor fusion techniques to smooth indoor navigations. The novel methodology providing efficient outcomes like sensitivity 98.34%, accuracy 97.89%, Recall 96.78% and F measure 96.73%.
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
室内定位技术中的信息融合
在这项工作中,对室内环境中的定位系统进行了研究,从使用的测量技术开始,可以应用于获取设备位置的不同类型的方法,以及最用于解决这些问题的技术。最近,它在利用基于位置的服务方面得到了扩展,这建立了对该框架的研究。此外,虽然室外位置已经取得了很大的进展,但室内位置仍在不断地进行审计,并且根据其倾向,需要更严格的精度。室内环境可以引导来自全球导航系统和GPS系统的通信。超宽带和无线局域网技术是众多通信协议中的一种,其应用需要适当的技术来引导室内环境。本文的主要目的是基于对室内环境定位系统的现状进行回顾,分析现有系统的优缺点,并分析从理论角度提出使用信息融合技术改进现有系统的可能性。具体地说,我们将分析使用一种系统架构的可能性,在这种架构中合并几种技术以获得更精确的结果。比较各种现有的室内导航方法的优点、缺点和应用。所有建议的室内方法都基于用户使用所需定位技术的要求。本文主要研究传感器融合技术。此外,本文还介绍了一种基于传感器融合技术的分层结构,以实现室内导航的平滑化。该方法的灵敏度为98.34%,准确率为97.89%,召回率为96.78%,F测量值为96.73%。
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
自引率
0.00%
发文量
0
期刊最新文献
The Disruptive Innovation Potential and Business Case Investment Sensitivity of Open RAN Live Streaming Contents Influencing Game Playing Behavior Among Thailand Gamers Hyperledger Fabric-based Reliable Personal Health Information Sharing Model A Conceptual Model of Personalized Virtual Reality Trail Running Gamification Design Protein Prediction using Dictionary Based Regression Learning
×
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