Reducing Complexity of CSI Feedback based on Deep Learning for Massive MIMO using Tensor-Train Decomposition

X Cen, CT Lam, Y Liang, M Xu, B Ng… - 2023 9th International …, 2023 - ieeexplore.ieee.org
To further reduce the complexity of the channel state information (CSI) based on deep
learning for massive multiple inputs and multiple outputs (MIMO) system, we propose a …

基于深度学习的大规模MIMO 信道状态信息反馈

陈慕涵, 郭佳佳, 李潇, 金石 - 物联网学报, 2020 - infocomm-journal.com
大规模多输入多输出(MIMO, multiple-input multiple output) 技术被认为是下一代移动通信的
核心技术之一, 其系统增益建立在基站能够精确获知信道状态信息(CSI, channel state …

Aggregated network for massive MIMO CSI feedback

Z Lu, H He, Z Duan, J Wang, J Song - arXiv preprint arXiv:2101.06618, 2021 - arxiv.org
In frequency division duplexing (FDD) mode, it is necessary to send the channel state
information (CSI) from user equipment to base station. The downlink CSI is essential for the …

Deep learning-based CSI feedback for IoT-oriented massive MIMO systems

B Yue, C Jiang, R Wang, H Ye… - 2022 IEEE Smartworld …, 2022 - ieeexplore.ieee.org
In Internet of Things (IoT)-oriented massive Multiple Input Multiple Output (MIMO) systems,
the base station (BS) needs to be accurately informed of the channel state information (CSI) …

STNet: Low-Complexity Neural Network Decoder With Network Pruning

Z Ren, L Zhao, C Wei, Z Dai - IEEE Communications Letters, 2021 - ieeexplore.ieee.org
In this letter, a novel and compact neural network called Sigmoid-Tanh Network (STNet) is
proposed for channel decoding, which is only composed of sigmoid and tanh activation …

Compression Algorithm for End-to-End Communication using CNN

Y Liang, CT Lam, BK Ng - 2021 7th International Conference …, 2021 - ieeexplore.ieee.org
Autoencoder has been applied in end-to-end physical layer communication, and its
performance exceeds that of traditional communication systems in some scenarios …

[PDF][PDF] IMPROVING COMMUNICATION USING NEURAL NETWORKS

S Mittal, M Thenmozhi - COMPUTER SPECIALIZED CROSS … - researchgate.net
Communication is very important in today's world, and an individual must be able to
communicate fluently in order to keep up with the rest of the world. There are a lot of people …