Search Results for author: Junyi Yang

Found 5 papers, 2 papers with code

Deep Learning for Joint Design of Pilot, Channel Feedback, and Hybrid Beamforming in FDD Massive MIMO-OFDM Systems

no code implementations10 Dec 2023 Junyi Yang, Weifeng Zhu, Shu Sun, Xiaofeng Li, Xingqin Lin, Meixia Tao

This letter considers the transceiver design in frequency division duplex (FDD) massive multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) systems for high-quality data transmission.

Hierarchical Beam Alignment for Millimeter-Wave Communication Systems: A Deep Learning Approach

no code implementations23 Aug 2023 Junyi Yang, Weifeng Zhu, Meixia Tao, Shu Sun

Fast and precise beam alignment is crucial for high-quality data transmission in millimeter-wave (mmWave) communication systems, where large-scale antenna arrays are utilized to overcome the severe propagation loss.

Deep Learning for Hierarchical Beam Alignment in mmWave Communication Systems

no code implementations8 Sep 2022 Junyi Yang, Weifeng Zhu, Meixia Tao

In this work, we propose a novel deep learning based hierarchical beam alignment method that learns two tiers of probing codebooks (PCs) and uses their measurements to predict the optimal beam in a coarse-to-fine searching manner.

LEO Satellite Access Network (LEO-SAN) Towards 6G: Challenges and Approaches

1 code implementation25 Jul 2022 Zhenyu Xiao, Junyi Yang, Tianqi Mao, Chong Xu, Rui Zhang, Zhu Han, Xiang-Gen Xia

With the rapid development of satellite communication technologies, the space-based access network has been envisioned as a promising complementary part of the future 6G network.

Management

Image Restoration Using Deep Regulated Convolutional Networks

1 code implementation19 Oct 2019 Peng Liu, Xiaoxiao Zhou, Junyi Yang, El Basha Mohammad D, Ruogu Fang

While the depth of convolutional neural networks has attracted substantial attention in the deep learning research, the width of these networks has recently received greater interest.

Image Denoising Image Restoration +1

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