Performance evaluation of autoencoder for coding and modulation in wireless communications

J Xu, W Chen, B Ai, R He, Y Li, J Wang… - … Communications …, 2019 - ieeexplore.ieee.org
… on the end-toend autoencoder. This method supports any … autoencoder under both analytic
channels and real channels, … -to-end autoencoder, and we demonstrate under channel

Bilinear convolutional auto-encoder based pilot-free end-to-end communication systems

H Ye, GY Li, BHF Juang - … Conference on Communications  …, 2020 - ieeexplore.ieee.org
wireless channels to the end-to-end framework. We formulate this problem as training a deep
auto-encoder … The evolution of wireless communications in the last couple of decades has …

A novel OFDM autoencoder featuring CNN-based channel estimation for internet of vessels

B Lin, X Wang, W Yuan, N Wu - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
… OFDM autoencoder system can be generalized to work under various channel environments,
… Furthermore, marine wireless communication systems are required to accommodate …

Improving channel charting with representation-constrained autoencoders

P Huang, O Castañeda, E Gönültaş… - … Communications  …, 2019 - ieeexplore.ieee.org
… to construct a channel chart that captures spatial and radio geometries so that UEs close
in space are close in the channel chart. In this paper, we demonstrate that autoencoder (AE)-…

[PDF][PDF] Convolutional Neural Network Auto Encoder Channel Estimation Algorithm in MIMO-OFDM System.

I Kalphana, T Kesavamurthy - Comput. Syst. Sci. Eng., 2022 - researchgate.net
… of both, like increase in wireless communication system capacity along with better-quality
performances in multi path frequency-selective fading channels. Rayleigh fading is generally …

Autoencoder-based transceiver design for OWC systems in log-normal fading channel

ZR Zhu, J Zhang, RH Chen, HY Yu - IEEE Photonics Journal, 2019 - ieeexplore.ieee.org
… , we construct the autoencoder (AE) for optical wireless communication (OWC) systems with
… in log-normal channel. We consider the cases where perfect channel state information (CSI) …

Autoencoder-based optical wireless communications systems

M Soltani, W Fatnassi, A Aboutaleb… - 2018 IEEE …, 2018 - ieeexplore.ieee.org
… In the multi-user case, we consider an optical multiple access channel (MAC) based on
autoencoders and compare the BLER performance of the learning-based MAC with a multiple …

Autoencoder with fitting network for Terahertz wireless communications: A deep learning approach

Z Huang, D He, J Chen, Z Wang… - … Communications, 2022 - ieeexplore.ieee.org
… In this paper, an autoencoder with fitting network for the THz channel is investigated,
whereby the autoencoder is utilized to encode the transmitted symbols at the transmitter and …

Circular convolutional auto-encoder for channel coding

H Ye, L Liang, GY Li - … Advances in Wireless Communications  …, 2019 - ieeexplore.ieee.org
… Codes with rate 1/2 and length 100 is learned automatically by the auto-encoder and have
… the deep autoencoder can learn to handle nonwhite noise automatically when the channel

Low complexity autoencoder based end-to-end learning of coded communications systems

N Rajapaksha, N Rajatheva… - 2020 IEEE 91st …, 2020 - ieeexplore.ieee.org
… system using the deep learning-based autoencoder concept … of adapting to complex channel
models and practical system … of autoencoder based systems and conventional channel