[HTML][HTML] Application of reinforcement learning and deep learning in multiple-input and multiple-output (MIMO) systems

M Naeem, G De Pietro, A Coronato - Sensors, 2021 - mdpi.com
The current wireless communication infrastructure has to face exponential development in
mobile traffic size, which demands high data rate, reliability, and low latency. MIMO systems …

Channel-aware adversarial attacks against deep learning-based wireless signal classifiers

B Kim, YE Sagduyu, K Davaslioglu… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
This paper presents channel-aware adversarial attacks against deep learning-based
wireless signal classifiers. There is a transmitter that transmits signals with different …

Compressive sampled CSI feedback method based on deep learning for FDD massive MIMO systems

J Wang, G Gui, T Ohtsuki, B Adebisi… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Accurate downlink channel state information (CSI) is required to be fed back to the base
station (BS) in frequency division duplexing (FDD) massive multiple-input multiple-output …

Lightweight convolutional neural networks for CSI feedback in massive MIMO

Z Cao, WT Shih, J Guo, CK Wen… - IEEE Communications …, 2021 - ieeexplore.ieee.org
In frequency division duplex mode of massive multiple-input multiple-output systems, the
downlink channel state information (CSI) must be sent to the base station (BS) through a …

CAnet: Uplink-aided downlink channel acquisition in FDD massive MIMO using deep learning

J Guo, CK Wen, S Jin - IEEE Transactions on Communications, 2021 - ieeexplore.ieee.org
In frequency-division duplexing systems, the downlink channel state information (CSI)
acquisition scheme leads to high training and feedback overhead. In this work, we propose …

Erasure broadcast channels with intermittent feedback

A Vahid, SC Lin, IH Wang - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Achievable data rates in wireless systems rely heavily on the available channel state
information (CSI) throughout the network. However, feedback links, which provide this …

Content delivery over broadcast erasure channels with distributed random cache

A Vahid, SC Lin, IH Wang, YC Lai - IEEE Journal on Selected …, 2021 - ieeexplore.ieee.org
We study the content delivery problem between a transmitter and two receivers through
erasure links, when each receiver has access to some random side-information about the …

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 …