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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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 |
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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 |
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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 |
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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 |
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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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