research-article

PackquID: In-packet Liquid Identification Using RF Signals

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Xiang-Yang LiAuthors Info & Claims

Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, Volume 6, Issue 4

Article No.: 181, Pages 1 - 27

https://doi.org/10.1145/3569469

Published: 11 January 2023 Publication History

Abstract

There are many scenarios where the liquid is occluded by other items (e.g. books in a packet), in which existing RF-based liquid identification methods are generally not suitable. Moreover, status methods are not applicable when the height of the liquid to be tested changes. This paper proposes PackquID, an RF-based in-packet liquid identification system, which can identify liquid without prior knowledge. In dealing with the obstruction of other items and the unknown container, we utilize a dual-antenna model and craft a relative frequency response factor, exploring the diversity of the permittivity in the frequency domain. In tackling the variable liquid height, we extend our model to 3D scope by analyzing the electric field distribution and solving the height effect via spatial-differential model. With 500 pages of printer paper obscured, PackquID can identify 9 common liquids, including Coca-Cola and Pepsi, with an accuracy of over 86% for 4 different packets (canvas bag, paper bag, backpack, and box) and 4 different containers. Nevertheless, PackquID can still identify liquids with an accuracy rate of over 87%, even when the liquid height changes from 4 cm to 12 cm.

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Cited By

Wu YChen SMeng XTong XLiu XXie XQu WOkoshi TKo JLiKamWa R(2024)Enabling 6D Pose Tracking on Your Acoustic DevicesProceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services10.1145/3643832.3661875(15-28)Online publication date: 3-Jun-2024
https://dl.acm.org/doi/10.1145/3643832.3661875
Shang FYang PYan DZhang SLi X(2024)LiquImagerProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36435098:1(1-29)Online publication date: 6-Mar-2024
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Index Terms

PackquID: In-packet Liquid Identification Using RF Signals
1. Human-centered computing
  1. Ubiquitous and mobile computing
    1. Ubiquitous and mobile computing design and evaluation methods

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cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies

Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies Volume 6, Issue 4

December 2022

1534 pages

EISSN:2474-9567

DOI:10.1145/3580286

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Copyright © 2023 ACM.

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Published: 11 January 2023

Published in IMWUT Volume 6, Issue 4

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National Natural Science Foundation of China
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The University Synergy Innovation Program of Anhui Province
Key Research Program of Frontier Sciences, CAS

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Cited By

Wu YChen SMeng XTong XLiu XXie XQu WOkoshi TKo JLiKamWa R(2024)Enabling 6D Pose Tracking on Your Acoustic DevicesProceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services10.1145/3643832.3661875(15-28)Online publication date: 3-Jun-2024
https://dl.acm.org/doi/10.1145/3643832.3661875
Shang FYang PYan DZhang SLi X(2024)LiquImagerProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36435098:1(1-29)Online publication date: 6-Mar-2024
https://dl.acm.org/doi/10.1145/3643509
Yan DYang PShang FJiang WLi X(2024)Wi-PainterProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36338097:4(1-25)Online publication date: 12-Jan-2024
https://dl.acm.org/doi/10.1145/3633809
Chang LYang XLiu RXie GWang FWang J(2024)FSS-TagProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36314577:4(1-24)Online publication date: 12-Jan-2024
https://dl.acm.org/doi/10.1145/3631457
Wang ZGuo YRen ZSong WSun ZChen CGuo BYu Z(2024)LiqDetectorProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36314437:4(1-24)Online publication date: 12-Jan-2024
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Liang YShi PZheng ZPu LZhou AMa H(2024)Mmtaster: A Mobile System for Fine-Grained and Robust Alcohol SensingIEEE Transactions on Mobile Computing10.1109/TMC.2023.333914123:7(7830-7847)Online publication date: Jul-2024
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Kim TPark SOh SKim H(2024)LiquidListener: Supporting Ubiquitous Liquid Volume Sensing via Singing SoundsIEEE Access10.1109/ACCESS.2024.337539212(39833-39846)Online publication date: 2024
https://doi.org/10.1109/ACCESS.2024.3375392
Li BWang YZhao YLiu W(2023)Enabling Fine-Grained Residual Liquid Height Estimation With Passive RFID TagsIEEE Sensors Journal10.1109/JSEN.2023.329584223:17(20159-20168)Online publication date: 1-Sep-2023
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