Indoor Localization using Voronoi Tessellation
Recently the use of received signal strength values from a wireless local area network has received significant research interest for indoor localization. This work investigates a Voronoi-based interpolation method to improve indoor localization performance. The region of interest is spanned by r...
Main Authors: | , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Stefan cel Mare University of Suceava
2018-11-01
|
Series: | Advances in Electrical and Computer Engineering |
Subjects: | |
Online Access: | http://dx.doi.org/10.4316/AECE.2018.04010 |
id |
doaj-0503ebaa1c8746789cee1e382b73428c |
---|---|
record_format |
Article |
spelling |
doaj-0503ebaa1c8746789cee1e382b73428c2020-11-25T02:01:50ZengStefan cel Mare University of SuceavaAdvances in Electrical and Computer Engineering1582-74451844-76002018-11-01184859010.4316/AECE.2018.04010Indoor Localization using Voronoi TessellationARIF, M.WYNE, S.JUNAID NAWAZ, A.Recently the use of received signal strength values from a wireless local area network has received significant research interest for indoor localization. This work investigates a Voronoi-based interpolation method to improve indoor localization performance. The region of interest is spanned by reference measurement locations, termed as anchors. The proposed method is shown to outperform well-known localization techniques such as the k-Nearest Neighbor (k-NN) and the Inverse Distance Weighting (IDW) methods in terms of accuracy and precision. Our results show that for a 20 m x 20 m room the proposed scheme can achieve a location accuracy of 5.7 m with at most 5 anchors, whereas the IDW and k-NN techniques attain location accuracies of only 6.1 m and 6.5 m, respectively, under the same conditions. These performance gains are achieved while maintaining the same number of anchors in the system calibration phase for all the considered techniques.http://dx.doi.org/10.4316/AECE.2018.04010indoor environmentsinterpolationradio propagationsimultaneous localization and mappingwireless LAN |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
ARIF, M. WYNE, S. JUNAID NAWAZ, A. |
spellingShingle |
ARIF, M. WYNE, S. JUNAID NAWAZ, A. Indoor Localization using Voronoi Tessellation Advances in Electrical and Computer Engineering indoor environments interpolation radio propagation simultaneous localization and mapping wireless LAN |
author_facet |
ARIF, M. WYNE, S. JUNAID NAWAZ, A. |
author_sort |
ARIF, M. |
title |
Indoor Localization using Voronoi Tessellation |
title_short |
Indoor Localization using Voronoi Tessellation |
title_full |
Indoor Localization using Voronoi Tessellation |
title_fullStr |
Indoor Localization using Voronoi Tessellation |
title_full_unstemmed |
Indoor Localization using Voronoi Tessellation |
title_sort |
indoor localization using voronoi tessellation |
publisher |
Stefan cel Mare University of Suceava |
series |
Advances in Electrical and Computer Engineering |
issn |
1582-7445 1844-7600 |
publishDate |
2018-11-01 |
description |
Recently the use of received signal strength values from a wireless local area network has
received significant research interest for indoor localization. This work investigates a
Voronoi-based interpolation method to improve indoor localization performance. The region
of interest is spanned by reference measurement locations, termed as anchors. The proposed
method is shown to outperform well-known localization techniques such as the k-Nearest
Neighbor (k-NN) and the Inverse Distance Weighting (IDW) methods in terms of accuracy
and precision. Our results show that for a 20 m x 20 m room the proposed scheme can
achieve a location accuracy of 5.7 m with at most 5 anchors, whereas the IDW and k-NN
techniques attain location accuracies of only 6.1 m and 6.5 m, respectively, under
the same conditions. These performance gains are achieved while maintaining the same
number of anchors in the system calibration phase for all the considered techniques. |
topic |
indoor environments interpolation radio propagation simultaneous localization and mapping wireless LAN |
url |
http://dx.doi.org/10.4316/AECE.2018.04010 |
work_keys_str_mv |
AT arifm indoorlocalizationusingvoronoitessellation AT wynes indoorlocalizationusingvoronoitessellation AT junaidnawaza indoorlocalizationusingvoronoitessellation |
_version_ |
1724955490121678848 |