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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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 |
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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 |
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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. |
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WANG, Ju XIONG, Jie CHEN, Xiaojiang JIANG, Hongbo BALAN, Rajesh Krishna FANG, Dingyi |
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WANG, Ju XIONG, Jie CHEN, Xiaojiang JIANG, Hongbo BALAN, Rajesh Krishna FANG, Dingyi |
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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 |
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TagScan: Simultaneous target imaging and material identification with commodity RFID devices |
title_sort |
tagscan: simultaneous target imaging and material identification with commodity rfid devices |
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Institutional Knowledge at Singapore Management University |
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2017 |
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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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