Indoor Localization Based on the LoRa Technology

In recent years, with the development of more advanced mobile technologies and wider application requirements, many new technologies have been used for indoor localization. In this paper, we design and implement an indoor localization system based on the LoRa wireless communication technology. We pr...

Full description

Saved in:
Bibliographic Details
Published inMachine Learning and Intelligent Communications Vol. 342; pp. 304 - 319
Main Authors Tian, Rui, Ye, HaiBo, Sheng, Li
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 2021
Springer International Publishing
SeriesLecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
Subjects
Fingerprints
KNN algorithm
Localization
LoRa technology
Online AccessGet full text

Cover

More Information
Summary:In recent years, with the development of more advanced mobile technologies and wider application requirements, many new technologies have been used for indoor localization. In this paper, we design and implement an indoor localization system based on the LoRa wireless communication technology. We proposed an improved KNN based algorithm which can greatly reduce the size of the fingerprint database. The locating system is easy to deploy, it has good accuracy and low latency. Our field study showed that it can locate a moving object or user with the accuracy of 96.72%.
ISBN:9783030667849
3030667847
ISSN:1867-8211
1867-822X
DOI:10.1007/978-3-030-66785-6_34