Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm

Positioning technology to track a moving object is an important and essential component of ubiquitous computing environments and applications. An RFID-based positioning system using the k-nearest neighbor (k-NN) algorithm can determine the position of a moving reader from observed reference data. In...

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Main Authors: Joon Heo, Hee-Cheon Yoon, Junghwan Kim, Choung-Hwan Park, Soohee Han
Format: Article
Language:English
Published: MDPI AG 2009-06-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/9/6/4543/
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spelling doaj-04877c166b92493d9a140359137b14692020-11-25T00:38:33ZengMDPI AGSensors1424-82202009-06-01964543455810.3390/s90604543Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN AlgorithmJoon HeoHee-Cheon YoonJunghwan KimChoung-Hwan ParkSoohee HanPositioning technology to track a moving object is an important and essential component of ubiquitous computing environments and applications. An RFID-based positioning system using the k-nearest neighbor (k-NN) algorithm can determine the position of a moving reader from observed reference data. In this study, the optimal detection range of an RFID-based positioning system was determined on the principle that tag spacing can be derived from the detection range. It was assumed that reference tags without signal strength information are regularly distributed in 1-, 2- and 3-dimensional spaces. The optimal detection range was determined, through analytical and numerical approaches, to be 125% of the tag-spacing distance in 1-dimensional space. Through numerical approaches, the range was 134% in 2-dimensional space, 143% in 3-dimensional space. http://www.mdpi.com/1424-8220/9/6/4543/ubiquitous positioning systemRFIDk-nearest neighbordetection range
collection DOAJ
language English
format Article
sources DOAJ
author Joon Heo
Hee-Cheon Yoon
Junghwan Kim
Choung-Hwan Park
Soohee Han
spellingShingle Joon Heo
Hee-Cheon Yoon
Junghwan Kim
Choung-Hwan Park
Soohee Han
Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
Sensors
ubiquitous positioning system
RFID
k-nearest neighbor
detection range
author_facet Joon Heo
Hee-Cheon Yoon
Junghwan Kim
Choung-Hwan Park
Soohee Han
author_sort Joon Heo
title Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
title_short Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
title_full Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
title_fullStr Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
title_full_unstemmed Optimal Detection Range of RFID Tag for RFID-based Positioning System Using the k-NN Algorithm
title_sort optimal detection range of rfid tag for rfid-based positioning system using the k-nn algorithm
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2009-06-01
description Positioning technology to track a moving object is an important and essential component of ubiquitous computing environments and applications. An RFID-based positioning system using the k-nearest neighbor (k-NN) algorithm can determine the position of a moving reader from observed reference data. In this study, the optimal detection range of an RFID-based positioning system was determined on the principle that tag spacing can be derived from the detection range. It was assumed that reference tags without signal strength information are regularly distributed in 1-, 2- and 3-dimensional spaces. The optimal detection range was determined, through analytical and numerical approaches, to be 125% of the tag-spacing distance in 1-dimensional space. Through numerical approaches, the range was 134% in 2-dimensional space, 143% in 3-dimensional space.
topic ubiquitous positioning system
RFID
k-nearest neighbor
detection range
url http://www.mdpi.com/1424-8220/9/6/4543/
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AT junghwankim optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm
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