RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system

Fingerprinting method has been adopted widely for WLAN-based indoor positioning because of its effectiveness and the low-cost infrastructure of WLAN. However, the WLAN fingerprinting, based on the received signal strength (RSS), accuracy will be declined due to mobile devices heterogeneity since eac...

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Main Authors: Alshami, Iyad H., Ahmad, Noor Azurati, Sahibuddin, Shamsul
Format: Conference or Workshop Item
Published: 2021
Subjects:
Online Access:http://eprints.utm.my/id/eprint/96683/
http://dx.doi.org/10.1109/PICICT53635.2021.00024
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.966832022-08-17T06:45:18Z http://eprints.utm.my/id/eprint/96683/ RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system Alshami, Iyad H. Ahmad, Noor Azurati Sahibuddin, Shamsul T Technology (General) Fingerprinting method has been adopted widely for WLAN-based indoor positioning because of its effectiveness and the low-cost infrastructure of WLAN. However, the WLAN fingerprinting, based on the received signal strength (RSS), accuracy will be declined due to mobile devices heterogeneity since each device reads RSS differently even at the same location and the same time. This paper presents RSS Certainty (RSC) as an efficient solution for received signal strength variation because of device heterogeneity. The efficiency of RSC has been proved theoretically and experimentally it increases the positioning accuracy by more than 10%. RSC-based positioning performance evaluated against the most recent literatures which were proposed to handle the effect of the device heterogeneity such as Weight-RSS (wRSS); Signal Strength Difference (SSD) and Hyperbolic Location Fingerprinting (HLF), and the results show that RSC-based positioning has the best accuracy. 2021 Conference or Workshop Item PeerReviewed Alshami, Iyad H. and Ahmad, Noor Azurati and Sahibuddin, Shamsul (2021) RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system. In: 2021 Palestinian International Conference on Information and Communication Technology, PICICT 2021, 28 - 29 September 2021, Gaza, Palestine. http://dx.doi.org/10.1109/PICICT53635.2021.00024
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic T Technology (General)
spellingShingle T Technology (General)
Alshami, Iyad H.
Ahmad, Noor Azurati
Sahibuddin, Shamsul
RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
description Fingerprinting method has been adopted widely for WLAN-based indoor positioning because of its effectiveness and the low-cost infrastructure of WLAN. However, the WLAN fingerprinting, based on the received signal strength (RSS), accuracy will be declined due to mobile devices heterogeneity since each device reads RSS differently even at the same location and the same time. This paper presents RSS Certainty (RSC) as an efficient solution for received signal strength variation because of device heterogeneity. The efficiency of RSC has been proved theoretically and experimentally it increases the positioning accuracy by more than 10%. RSC-based positioning performance evaluated against the most recent literatures which were proposed to handle the effect of the device heterogeneity such as Weight-RSS (wRSS); Signal Strength Difference (SSD) and Hyperbolic Location Fingerprinting (HLF), and the results show that RSC-based positioning has the best accuracy.
format Conference or Workshop Item
author Alshami, Iyad H.
Ahmad, Noor Azurati
Sahibuddin, Shamsul
author_facet Alshami, Iyad H.
Ahmad, Noor Azurati
Sahibuddin, Shamsul
author_sort Alshami, Iyad H.
title RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
title_short RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
title_full RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
title_fullStr RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
title_full_unstemmed RSS certainty: An efficient solution for RSS variation due to device heterogeneity in WLAN fingerprinting-based indoor positioning system
title_sort rss certainty: an efficient solution for rss variation due to device heterogeneity in wlan fingerprinting-based indoor positioning system
publishDate 2021
url http://eprints.utm.my/id/eprint/96683/
http://dx.doi.org/10.1109/PICICT53635.2021.00024
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