LiquImager: Fine-grained Liquid Identification and Container Imaging System with COTS WiFi Devices
Fei Shang, Panlong Yang, Dawei Yan, Sijia Zhang, Xiang-Yang Li
摘要
WiFi has gradually developed into one of the main candidate technologies for ubiquitous sensing. Based on commercial off-the-shelf (COTS) WiFi devices, this paper proposes LiquImager, which can simultaneously identify liquid and image container regardless of container shape and position. Since the container size is close to the wavelength, diffraction makes the effect of the liquid on the signal difficult to approximate with a simple geometric model (such as ray tracking). Based on Maxwell's equations, we construct an electric field scattering sensing model. Using few measurements provided by COTS WiFi devices, we solve the scattering model to obtain the medium distribution of the sensing domain, which is used for identifing and imaging liquids. To suppress the signal noise, we propose LiqU-Net for image enhancement. For the centimeter-scale container that is randomly placed in an area of 25 cm × 25 cm, LiquImager can identify the liquid more than 90% accuracy. In terms of container imaging, LiquImager can accurately find the edge of the container for 4 types of containers with a volume less than 500 ml.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
相关 Paper
- LiqDetector: Enabling Container-Independent Liquid Detection with mmWave Signals Based on a Dual-Reflection ModelZhu Wang, Yifan Guo, Zhihui Ren, Wenchao Song 等UbiComp 2024 · 被引用 23 次
- LiqRay: non-invasive and fine-grained liquid recognition systemFei Shang, Panlong Yang, Yubo Yan, Xiang-Yang LiMobiCom 2022 · 被引用 39 次
- Liquid Level Sensing Using Commodity WiFi in a Smart Home EnvironmentYili Ren, Sheng Tan, Linghan Zhang, Zi Wang 等UbiComp 2020 · 被引用 55 次
- PackquID: In-packet Liquid Identification Using RF SignalsFei Shang, Panlong Yang, Yubo Yan, Xiangyang LiUbiComp 2023 · 被引用 23 次
- WiProfile: Unlocking Diffraction Effects for Sub-Centimeter Target Profiling Using Commodity WiFi DevicesZhiyun Yao, Xuanzhi Wang, Kai Niu, Rong Zheng 等MobiCom 2024 · 被引用 16 次
