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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2009-06-01
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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/ |
work_keys_str_mv |
AT joonheo optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm AT heecheonyoon optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm AT junghwankim optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm AT chounghwanpark optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm AT sooheehan optimaldetectionrangeofrfidtagforrfidbasedpositioningsystemusingtheknnalgorithm |
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1725296904476033024 |