D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices

Device-free localization, which does not require any device attached to the target is playing a critical role in many applications such as intrusion detection, elderly monitoring, etc. This paper introduces D-Watch, a device-free system built on top of low cost commodity-off-the-shelf (COTS) RFID ha...

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Main Authors: WANG, Ju, Jie XIONG, JIANG, Hongbo, CHEN, Xiaojiang, FANG, Dingyi
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2016
Subjects:
AoA
Online Access:https://ink.library.smu.edu.sg/sis_research/3386
https://ink.library.smu.edu.sg/context/sis_research/article/4387/viewcontent/D_Watch_2016_pv_oa.pdf
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-43872020-04-07T05:31:24Z D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices WANG, Ju Jie XIONG, JIANG, Hongbo CHEN, Xiaojiang FANG, Dingyi Device-free localization, which does not require any device attached to the target is playing a critical role in many applications such as intrusion detection, elderly monitoring, etc. This paper introduces D-Watch, a device-free system built on top of low cost commodity-off-the-shelf (COTS) RFID hardware. Unlike previous works which consider multipaths detrimental, D-Watch leverages the "bad" multipaths to provide a decimeter level localization accuracy without offline training. D-Watch harnesses the angle-of-arrival (AoA) information from the RFID tags' backscatter signals. The key intuition is that whenever a target blocks a signal's propagation path, the signal power experiences a drop which can be accurately captured by the proposed novel P-MUSIC algorithm. The wireless phase calibration scheme proposed does not interrupt the ongoing communication. Real-world experiments demonstrate the effectiveness of D-Watch. In a rich-multipath library environment, D-Watch can localize a human target at a median accuracy of 16.5 cm. In a table area of 2 m×2 m, D-Watch can track a user's fist at a median accuracy of 5.8 cm. D-Watch is capable of localizing multiple targets which is well known to be challenging in passive localization 2016-12-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3386 info:doi/10.1145/2999572.2999589 https://ink.library.smu.edu.sg/context/sis_research/article/4387/viewcontent/D_Watch_2016_pv_oa.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 MUSIC AoA device-free localization multipath Computer Sciences Software Engineering
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic MUSIC
AoA
device-free localization
multipath
Computer Sciences
Software Engineering
spellingShingle MUSIC
AoA
device-free localization
multipath
Computer Sciences
Software Engineering
WANG, Ju
Jie XIONG,
JIANG, Hongbo
CHEN, Xiaojiang
FANG, Dingyi
D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
description Device-free localization, which does not require any device attached to the target is playing a critical role in many applications such as intrusion detection, elderly monitoring, etc. This paper introduces D-Watch, a device-free system built on top of low cost commodity-off-the-shelf (COTS) RFID hardware. Unlike previous works which consider multipaths detrimental, D-Watch leverages the "bad" multipaths to provide a decimeter level localization accuracy without offline training. D-Watch harnesses the angle-of-arrival (AoA) information from the RFID tags' backscatter signals. The key intuition is that whenever a target blocks a signal's propagation path, the signal power experiences a drop which can be accurately captured by the proposed novel P-MUSIC algorithm. The wireless phase calibration scheme proposed does not interrupt the ongoing communication. Real-world experiments demonstrate the effectiveness of D-Watch. In a rich-multipath library environment, D-Watch can localize a human target at a median accuracy of 16.5 cm. In a table area of 2 m×2 m, D-Watch can track a user's fist at a median accuracy of 5.8 cm. D-Watch is capable of localizing multiple targets which is well known to be challenging in passive localization
format text
author WANG, Ju
Jie XIONG,
JIANG, Hongbo
CHEN, Xiaojiang
FANG, Dingyi
author_facet WANG, Ju
Jie XIONG,
JIANG, Hongbo
CHEN, Xiaojiang
FANG, Dingyi
author_sort WANG, Ju
title D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
title_short D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
title_full D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
title_fullStr D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
title_full_unstemmed D-watch: Embracing "bad" multipaths for device-free localization with COTS RFID devices
title_sort d-watch: embracing "bad" multipaths for device-free localization with cots rfid devices
publisher Institutional Knowledge at Singapore Management University
publishDate 2016
url https://ink.library.smu.edu.sg/sis_research/3386
https://ink.library.smu.edu.sg/context/sis_research/article/4387/viewcontent/D_Watch_2016_pv_oa.pdf
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