Behavior Modeling for a Beacon-Based Indoor Location System

Author:

Bilbao-Jayo AritzORCID,Almeida AitorORCID,Sergi IlariaORCID,Montanaro TeodoroORCID,Fasano LucaORCID,Emaldi MikelORCID,Patrono LuigiORCID

Abstract

In this work we performed a comparison between two different approaches to track a person in indoor environments using a locating system based on BLE technology with a smartphone and a smartwatch as monitoring devices. To do so, we provide the system architecture we designed and describe how the different elements of the proposed system interact with each other. Moreover, we have evaluated the system’s performance by computing the mean percentage error in the detection of the indoor position. Finally, we present a novel location prediction system based on neural embeddings, and a soft-attention mechanism, which is able to predict user’s next location with 67% accuracy.

Funder

European Comission

Ministerio de Ciencia e Innovación

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Cited by 16 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Ambient assisted living for frail people through human activity recognition: state-of-the-art, challenges and future directions;Frontiers in Neuroscience;2023-10-02

2. Empowering Accessibility: BLE Beacon-Based IoT Localization;Electronics;2023-09-23

3. MUS3E: A Mobility Ubiquitous Sensor Edge Environment for the Elderly;Electronics;2023-07-08

4. A Development of an Early Detection System of Pre-frailty in Senior Citizens Living Inside;2023 17th International Conference on Ubiquitous Information Management and Communication (IMCOM);2023-01-03

5. Intelligent Indoor Positioning Systems: The Case of Imbalanced Data;Intelligent Communication Technologies and Virtual Mobile Networks;2023

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3