A wide-beamwidth differentially-fed filter antenna for ultra-wideband (UWB) communications is presented. The proposed antenna includes two parts: a radiating structure in the upper substrate and a differential feeding...
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A circularly-polarized (CP) antenna with simple structure is proposed for 5G millimeter-wave (mmw) communications. The antenna is made up of two parts: an elliptical SIW backed-cavity element on the first substrate an...
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This paper presents a cross dipole antenna for the fifth generation (5G) sub-6 GHz dual-band applications. The proposed antenna mainly consists of eight copper radiating patches, eight parasitic patches, and a reflect...
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In this paper, we consider a wireless federated inference scenario in which devices and a server share a pre-trained machine learning model. The devices communicate statistical information about their local data to th...
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A Ji-shaped Chinese-character patch antenna is proposed for future communications. The proposed antenna is comprised of two dielectric layers. Ji-shaped patch is etched on the upper surface of the top layer, whereas a...
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A log-periodic dipole antenna (LPDA) with high gain characteristics is proposed for the fifth generation (5G) mobile communications in this paper. The proposed LPDA consists of 15 conventional dipole elements and 3 le...
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A novel circular polarized microstrip 4-unit array antenna based on sequential phase (SP) feed network is proposed in this paper. The proposed antenna is designed to work at 33 GHz. Four square tangential circular pol...
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Semantic communication (SemCom) has received considerable attention for its ability to reduce data transmission size while maintaining task performance. However, existing works mainly focus on analog SemCom with simpl...
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The public crisis triggered by the COVID-19 pandemic has disastrous effects for B2B markets. With the supply chain and trade disrupted, the benefits of the company have been affected to varying degrees. In order to he...
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Joint source-channel coding (JSCC) for image transmission has attracted increasing attention due to its robustness and high efficiency. However, the existing research mainly focuses on minimizing the distortion betwee...
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ISBN:
(纸本)9781665459761
Joint source-channel coding (JSCC) for image transmission has attracted increasing attention due to its robustness and high efficiency. However, the existing research mainly focuses on minimizing the distortion between the transmitted and received information while neglecting the required data rate. Therefore, the transmitted data rate may be far more than the minimal required threshold according to the rate-distortion (RD) theory even though the transmitted information can be well recovered. In this paper, we propose an Information Bottleneck (IB) based JSCC (IB-JSCC), which aims at reducing the required data rate as much as possible while increasing the reconstruction quality. In particular, we establish a new IB objective for unsupervised image transmission JSCC system, which simultaneously minimizes the distortion and the required data rate. We derive a mathematically tractable lower bound on the proposed objective and use the bound as the loss function of IB-JSCC. Experimental results show that IB-JSCC can significantly reduce the required amount of the transmitted data and improve the reconstruction quality and downstream artificial-intelligent tasks accuracy.
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