Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization

This paper describes our experiences and observations with the first version of a localization system that continuous tracks the indoor location of a large number of consumer mobile devices. Unlike past work that focuses principally on the accuracy of the location tracking algorithm, we study the pe...

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Main Authors: KHAN, Azeem J., RANJAN, Vikash, LUONG, Trung-Tuan, BALAN, Rajesh Krishna, MISRA, Archan
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Language:English
Published: Institutional Knowledge at Singapore Management University 2013
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Online Access:https://ink.library.smu.edu.sg/sis_research/1827
https://ink.library.smu.edu.sg/context/sis_research/article/2826/viewcontent/wowmom13_av.pdf
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spelling sg-smu-ink.sis_research-28262020-07-08T02:17:25Z Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization KHAN, Azeem J. RANJAN, Vikash LUONG, Trung-Tuan BALAN, Rajesh Krishna MISRA, Archan This paper describes our experiences and observations with the first version of a localization system that continuous tracks the indoor location of a large number of consumer mobile devices. Unlike past work that focuses principally on the accuracy of the location tracking algorithm, we study the performance of the localization system in terms of key additional metrics: scalability and energy-efficiency, which can sometimes conflict with the desire for high accuracy. To ensure that our solution can handle both Android and iOS-based mobile devices (& other closed mobile platforms), we adapt the conventional client-side fingerprinting-based localization approaches to develop a novel and practical infrastructure-based location tracking strategy. We study the relative accuracy to the two approaches in two different types of indoor buildings. Our studies establish how the building and its occupancy characteristics affect the accuracy achievable by different algorithms, and provides insights into why accurate indoor location tracking remains a challenge in practice. 2013-06-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/1827 info:doi/10.1109/WoWMoM.2013.6583387 https://ink.library.smu.edu.sg/context/sis_research/article/2826/viewcontent/wowmom13_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Indoor localization urban sensing Buildings Accuracy Smart phones Performance evaluation Vectors Compass 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
urban sensing
Buildings
Accuracy
Smart phones
Performance evaluation
Vectors
Compass
Software Engineering
spellingShingle Indoor localization
urban sensing
Buildings
Accuracy
Smart phones
Performance evaluation
Vectors
Compass
Software Engineering
KHAN, Azeem J.
RANJAN, Vikash
LUONG, Trung-Tuan
BALAN, Rajesh Krishna
MISRA, Archan
Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
description This paper describes our experiences and observations with the first version of a localization system that continuous tracks the indoor location of a large number of consumer mobile devices. Unlike past work that focuses principally on the accuracy of the location tracking algorithm, we study the performance of the localization system in terms of key additional metrics: scalability and energy-efficiency, which can sometimes conflict with the desire for high accuracy. To ensure that our solution can handle both Android and iOS-based mobile devices (& other closed mobile platforms), we adapt the conventional client-side fingerprinting-based localization approaches to develop a novel and practical infrastructure-based location tracking strategy. We study the relative accuracy to the two approaches in two different types of indoor buildings. Our studies establish how the building and its occupancy characteristics affect the accuracy achievable by different algorithms, and provides insights into why accurate indoor location tracking remains a challenge in practice.
format text
author KHAN, Azeem J.
RANJAN, Vikash
LUONG, Trung-Tuan
BALAN, Rajesh Krishna
MISRA, Archan
author_facet KHAN, Azeem J.
RANJAN, Vikash
LUONG, Trung-Tuan
BALAN, Rajesh Krishna
MISRA, Archan
author_sort KHAN, Azeem J.
title Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
title_short Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
title_full Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
title_fullStr Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
title_full_unstemmed Experiences with Performance Tradeoffs in Practical, Continuous Indoor Localization
title_sort experiences with performance tradeoffs in practical, continuous indoor localization
publisher Institutional Knowledge at Singapore Management University
publishDate 2013
url https://ink.library.smu.edu.sg/sis_research/1827
https://ink.library.smu.edu.sg/context/sis_research/article/2826/viewcontent/wowmom13_av.pdf
_version_ 1770571598736130048