Joint source-channel coding over additive noise analog channels using mixture of variational autoencoders

YM Saidutta, A Abdi, F Fekri - IEEE Journal on Selected Areas …, 2021 - ieeexplore.ieee.org
In this paper, we present a learning scheme for Joint Source-Channel Coding (JSCC) over
analog independent additive noise channels. We formulate the learning problem by …

Low-delay analog joint source-channel coding with deep learning

Z Xuan, K Narayanan - IEEE Transactions on Communications, 2022 - ieeexplore.ieee.org
We consider the design of low-delay joint source-channel coding (JSCC) schemes for the
transmission of discrete-time analog sources over noisy channels based on deep neural …

Performance analysis of sphere packed aided differential space-time spreading with iterative source-channel detection

HU Khan, N Minallah, A Masood, A Khalil, J Frnda… - Sensors, 2021 - mdpi.com
The introduction of 5G with excessively high speeds and ever-advancing cellular device
capabilities has increased the demand for high data rate wireless multimedia …

Analog joint source-channel coding for Gaussian sources over AWGN channels with deep learning

Z Xuan, K Narayanan - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
We consider the design of neural network based joint source channel coding (JSCC)
schemes for transmitting an independent and identically distributed (iid) Gaussian source …

Deep joint source-channel coding for image transmission with visual protection

J Xu, B Ai, W Chen, N Wang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Joint source-channel coding (JSCC) has achieved great success due to the introduction of
deep learning (DL). Compared to traditional separate source-channel coding (SSCC) …

Content Adaptive Distributed Joint Source-Channel Coding for Image Transmission With Hyperprior

Y Li, X Chen, X Deng, J Gui - IEEE Transactions on Cognitive …, 2024 - ieeexplore.ieee.org
We study deep joint source-channel coding (JSCC) in a distributed dual-view scenario
where the sources are correlated images and the channels are independent. The …

VAE for joint source-channel coding of distributed Gaussian sources over AWGN MAC

YM Saidutta, A Abdi, F Fekri - 2020 IEEE 21st International …, 2020 - ieeexplore.ieee.org
In this paper, we introduce a framework for Joint Source-Channel Coding of distributed
Gaussian sources over a multiple access AWGN channel. Although there are prior works …

Deep joint source-channel coding for transmission of correlated sources over awgn channels

Z Xuan, K Narayanan - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
We revisit the joint source-channel coding (JSCC) problem of transmitting correlated
sources over the additive white Gaussian noise channel using deep learning methods …

Analog joint source-channel coding for distributed functional compression using deep neural networks

YM Saidutta, A Abdi, F Fekri - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In this paper, we study Joint Source-Channel Coding (JSCC) for distributed analog
functional compression over both Gaussian Multiple Access Channel (MAC) and AWGN …

AEVBComm: an intelligent communication system based on -VAE

RV Hemadri, A Rayaluru, RJ Pandya, S Iyer - CSI Transactions on ICT, 2024 - Springer
In recent years, applying Deep Learning (DL) techniques has emerged as a common
practice in the communication system, demonstrating promising results. The present paper …