IEEE Internet of Things Journal · 2022 · 40 citations · 44 references
EngineeringBioengineeringBiomedical ImagingMobile ComputingWireless CommunicationsBeamformingDigital Image ProcessingImage ReconstructionImagingSpatial ResolutionWireless NetworksHigh-resolution ImagingLow-rank ApproximationLow-rank OptimizationQuantizationSuper-resolutionSuper-resolution ImagingSuper-resolution ReconstructionWi-fi Sensing
WiFi-based imaging enables pervasive sensing in a privacy-preserving and cost-effective way. However, most of existing methods either require specialized hardware modification or suffer from the poor imaging performance due to the fundamental limit of off-the-shelf commodity WiFi devices in spatial resolution. We observe that the recently developed reconfigurable intelligent surface (RIS) could be a promising solution to overcome these challenges. Thus, in this article, we propose an RIS-aided WiFi imaging framework to achieve high-resolution imaging with the off-the-shelf WiFi devices. Specifically, we first design a beamforming method to achieve the first-stage imaging by separating the signals from different spatial locations with the aid of the RIS. Then, we propose an optimization-based super-resolution imaging algorithm by leveraging the low-rank nature of the reconstructed object. During the optimization, we also explicitly take into account the effect of finite phase quantization in RIS to avoid the resolution degradation due to quantization errors. Simulation results demonstrate that our framework achieves median root-mean-square error (RMSE) of 0.03 and median structural similarity (SSIM) of 0.52. The visual results show that high-resolution imaging results are achieved with simulation signals at 5 GHz that are matched with commercial WiFi 802.11n/ac protocols.
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Weighted Nuclear Norm Minimization with Application to Image Denoising
Shuhang Gu, Lei Zhang, Wangmeng Zuo et al. · 2014 · 2.3K citations
Natural Sciences, Biomedical Engineering, Computer Vision +15
Multicell MIMO Communications Relying on Intelligent Reflecting Surfaces
Cunhua Pan, Hong Ren, Kezhi Wang et al. · IEEE Transactions on Wireless Communications · 2020 · 1.1K citations · Full text