Applicability and challenges of indoor localization using one-sided round trip time measurements

Radio Frequency fingerprinting, based on WiFi or cellular signals, has been a popular approach for localization. However, adoptions in real-world applications have confronted with challenges due to low accuracy, especially in crowded environments. The received signal strength (RSS) could be easily i...

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Main Authors: TRUONG, Quang Hai, LAM, Xi Kai Justin, ANISH, Guru Anand, BALAN, Rajesh Krishna
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Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/9039
https://ink.library.smu.edu.sg/context/sis_research/article/10042/viewcontent/3662009.3662017_pvoa_cc_by.pdf
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spelling sg-smu-ink.sis_research-100422024-10-17T05:15:25Z Applicability and challenges of indoor localization using one-sided round trip time measurements TRUONG, Quang Hai LAM, Xi Kai Justin ANISH, Guru Anand BALAN, Rajesh Krishna Radio Frequency fingerprinting, based on WiFi or cellular signals, has been a popular approach for localization. However, adoptions in real-world applications have confronted with challenges due to low accuracy, especially in crowded environments. The received signal strength (RSS) could be easily interfered by a large number of other devices or strictly depends on physical surrounding environments, which may cause localization errors of a few meters. On the other hand, the fine time measurement (FTM) round-trip time (RTT) has shown compelling improvement in indoor localization with ~1-2 meter accuracy in both 2D and 3D environments [13]. This method relies on the WiFi standard 802.11mc implemented in APs (two-sided RTT). However, one obstacle is that the number of APs satisfying this 802.11mc requirement is limited because the frequency of an AP upgrade to a newer version is not as frequent as other electrical equipment. The publication of Google's Android 12, supporting one-sided RTT, enables the RTT applicability in almost all AP models. This article synthesizes multiple experiments to evaluate the feasibility of one-sided RTT in indoor localization and describes in detail the effects of various factors such as different AP models, phone models, and burst sizes on the performance of localization accuracy. Despite existing challenges of applying one-sided RTT, this approach is lightweight, scalable, and could easily be utilized by wearable devices to provide reasonably accurate indoor localization. 2024-06-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/9039 info:doi/10.1145/3662009.3662017 https://ink.library.smu.edu.sg/context/sis_research/article/10042/viewcontent/3662009.3662017_pvoa_cc_by.pdf http://creativecommons.org/licenses/by/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Indoor localization One-sided RTT Databases and Information Systems Software Engineering
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Indoor localization
One-sided RTT
Databases and Information Systems
Software Engineering
spellingShingle Indoor localization
One-sided RTT
Databases and Information Systems
Software Engineering
TRUONG, Quang Hai
LAM, Xi Kai Justin
ANISH, Guru Anand
BALAN, Rajesh Krishna
Applicability and challenges of indoor localization using one-sided round trip time measurements
description Radio Frequency fingerprinting, based on WiFi or cellular signals, has been a popular approach for localization. However, adoptions in real-world applications have confronted with challenges due to low accuracy, especially in crowded environments. The received signal strength (RSS) could be easily interfered by a large number of other devices or strictly depends on physical surrounding environments, which may cause localization errors of a few meters. On the other hand, the fine time measurement (FTM) round-trip time (RTT) has shown compelling improvement in indoor localization with ~1-2 meter accuracy in both 2D and 3D environments [13]. This method relies on the WiFi standard 802.11mc implemented in APs (two-sided RTT). However, one obstacle is that the number of APs satisfying this 802.11mc requirement is limited because the frequency of an AP upgrade to a newer version is not as frequent as other electrical equipment. The publication of Google's Android 12, supporting one-sided RTT, enables the RTT applicability in almost all AP models. This article synthesizes multiple experiments to evaluate the feasibility of one-sided RTT in indoor localization and describes in detail the effects of various factors such as different AP models, phone models, and burst sizes on the performance of localization accuracy. Despite existing challenges of applying one-sided RTT, this approach is lightweight, scalable, and could easily be utilized by wearable devices to provide reasonably accurate indoor localization.
format text
author TRUONG, Quang Hai
LAM, Xi Kai Justin
ANISH, Guru Anand
BALAN, Rajesh Krishna
author_facet TRUONG, Quang Hai
LAM, Xi Kai Justin
ANISH, Guru Anand
BALAN, Rajesh Krishna
author_sort TRUONG, Quang Hai
title Applicability and challenges of indoor localization using one-sided round trip time measurements
title_short Applicability and challenges of indoor localization using one-sided round trip time measurements
title_full Applicability and challenges of indoor localization using one-sided round trip time measurements
title_fullStr Applicability and challenges of indoor localization using one-sided round trip time measurements
title_full_unstemmed Applicability and challenges of indoor localization using one-sided round trip time measurements
title_sort applicability and challenges of indoor localization using one-sided round trip time measurements
publisher Institutional Knowledge at Singapore Management University
publishDate 2024
url https://ink.library.smu.edu.sg/sis_research/9039
https://ink.library.smu.edu.sg/context/sis_research/article/10042/viewcontent/3662009.3662017_pvoa_cc_by.pdf
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