TagScan: Simultaneous target imaging and material identification with commodity RFID devices

Target imaging and material identification play an important role in many real-life applications. This paper introduces TagScan, a system that can identify the material type and image the horizontal cut of a target simultaneously with cheap commercial of-the-shelf (COTS) RFID devices. The key intuit...

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Main Authors: WANG, Ju, XIONG, Jie, CHEN, Xiaojiang, JIANG, Hongbo, BALAN, Rajesh Krishna, FANG, Dingyi
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Language:English
Published: Institutional Knowledge at Singapore Management University 2017
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Online Access:https://ink.library.smu.edu.sg/sis_research/3876
https://ink.library.smu.edu.sg/context/sis_research/article/4878/viewcontent/p288_wang.pdf
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spelling sg-smu-ink.sis_research-48782020-03-27T03:09:28Z TagScan: Simultaneous target imaging and material identification with commodity RFID devices WANG, Ju XIONG, Jie CHEN, Xiaojiang JIANG, Hongbo BALAN, Rajesh Krishna FANG, Dingyi Target imaging and material identification play an important role in many real-life applications. This paper introduces TagScan, a system that can identify the material type and image the horizontal cut of a target simultaneously with cheap commercial of-the-shelf (COTS) RFID devices. The key intuition is that different materials and target sizes cause different amounts of phase and RSS (Received Signal Strength) changes when radio frequency (RF) signal penetrates through the target. Multiple challenges need to be addressed before we can turn the idea into a functional system including (i) indoor environments exhibit rich multipath which breaks the linear relationship between the phase change and the propagation distance inside a target; (ii) without knowing either material type or target size, trying to obtain these two information simultaneously is challenging; and (iii) stitching pieces of the propagation distances inside a target for an image estimate is non-trivial. We propose solutions to all the challenges and evaluate the system's performance in three different environments. TagScan is able to achieve higher than 94% material identification accuracies for 10 liquids and differentiate even very similar objects such as Coke and Pepsi. TagScan can accurately estimate the horizontal cut images of more than one target behind a wall. 2017-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/3876 info:doi/10.1145/3117811.3117830 https://ink.library.smu.edu.sg/context/sis_research/article/4878/viewcontent/p288_wang.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 Horizontal cut imaging Material identification Multipath suppression Phase and RSS measurements RFID 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 Horizontal cut imaging
Material identification
Multipath suppression
Phase and RSS measurements
RFID
Databases and Information Systems
Software Engineering
spellingShingle Horizontal cut imaging
Material identification
Multipath suppression
Phase and RSS measurements
RFID
Databases and Information Systems
Software Engineering
WANG, Ju
XIONG, Jie
CHEN, Xiaojiang
JIANG, Hongbo
BALAN, Rajesh Krishna
FANG, Dingyi
TagScan: Simultaneous target imaging and material identification with commodity RFID devices
description Target imaging and material identification play an important role in many real-life applications. This paper introduces TagScan, a system that can identify the material type and image the horizontal cut of a target simultaneously with cheap commercial of-the-shelf (COTS) RFID devices. The key intuition is that different materials and target sizes cause different amounts of phase and RSS (Received Signal Strength) changes when radio frequency (RF) signal penetrates through the target. Multiple challenges need to be addressed before we can turn the idea into a functional system including (i) indoor environments exhibit rich multipath which breaks the linear relationship between the phase change and the propagation distance inside a target; (ii) without knowing either material type or target size, trying to obtain these two information simultaneously is challenging; and (iii) stitching pieces of the propagation distances inside a target for an image estimate is non-trivial. We propose solutions to all the challenges and evaluate the system's performance in three different environments. TagScan is able to achieve higher than 94% material identification accuracies for 10 liquids and differentiate even very similar objects such as Coke and Pepsi. TagScan can accurately estimate the horizontal cut images of more than one target behind a wall.
format text
author WANG, Ju
XIONG, Jie
CHEN, Xiaojiang
JIANG, Hongbo
BALAN, Rajesh Krishna
FANG, Dingyi
author_facet WANG, Ju
XIONG, Jie
CHEN, Xiaojiang
JIANG, Hongbo
BALAN, Rajesh Krishna
FANG, Dingyi
author_sort WANG, Ju
title TagScan: Simultaneous target imaging and material identification with commodity RFID devices
title_short TagScan: Simultaneous target imaging and material identification with commodity RFID devices
title_full TagScan: Simultaneous target imaging and material identification with commodity RFID devices
title_fullStr TagScan: Simultaneous target imaging and material identification with commodity RFID devices
title_full_unstemmed TagScan: Simultaneous target imaging and material identification with commodity RFID devices
title_sort tagscan: simultaneous target imaging and material identification with commodity rfid devices
publisher Institutional Knowledge at Singapore Management University
publishDate 2017
url https://ink.library.smu.edu.sg/sis_research/3876
https://ink.library.smu.edu.sg/context/sis_research/article/4878/viewcontent/p288_wang.pdf
_version_ 1770573870879735808