Interference suppression using deep learning: Current approaches and open challenges

T Oyedare, VK Shah, DJ Jakubisin, JH Reed - IEEE Access, 2022 - ieeexplore.ieee.org
deep learning-based interference suppression. To account for the limitations of deep
learning-based interference suppression … explores deep learning based interference suppression

Adaptive modem and interference suppression based on deep learning

P Wei, S Wang, J Luo - Transactions on Emerging …, 2021 - Wiley Online Library
… -tone interference suppression based on the deep learning model when signal to interference
… Single-tone interference suppression based on the deep learning model when signal to …

A MIMO detector with deep learning in the presence of correlated interference

J Xia, K He, W Xu, S Zhang, L Fan… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
… by exploiting the local correlation to suppress the interference. Furthermore, the improved
… help to suppress the interfering signals and simultaneously force the residual interference to …

A Comprehensive Analysis of Deep Learning for Interference Suppression, Sample and Model Complexity in Wireless Systems

TR Oyedare - 2024 - vtechworks.lib.vt.edu
… ) issues that arise from using deep learning. First, we … in deep learning-based interference
suppression. To account for the limitations of deep learning-based interference suppression

Adaptive Impulsive Noise Suppression: A Deep Learning-Based Parameters Estimation Approach

Y He, C Zou, D Li, R Yao, F Yang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… to be suppressed which is a major interference in scenarios … noise suppression method is
combined with deep learning, … performance of impulsive noise suppression. By constructing a …

Deep Learning‐Based Active Jamming Suppression for Radar Main Lobe

Y Jiang, Y Yang, W Zhang, L Guo - IET Signal Processing, 2024 - Wiley Online Library
… SMSP interference suppression, … interference suppression algorithm proposed in this paper
can effectively figure against a variety of interferences, not just one interference suppression. …

Deep learning-based multi-tone interference suppression for short polar codes

B Husain, H Mohamed, L Haering… - 2021 IEEE 93rd …, 2021 - ieeexplore.ieee.org
interference in the first place. The problem of multi-tone interference (MTI) detection and
suppression … In this type of interference, the MTI source selects a specific number of subcarriers …

Active RIS Assisted Sup-Degree of Freedom Interference Suppression for Large Antenna Array: A Deep Learning Approach with Location Awareness

Z Zhang, H Cao, J Fan, J Peng… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… To achieve this objective, a deep learning approach, named the location awareness graph
… to other deep learning approaches, namely GNN, GAT, and the network without GOAT. …

Towards interference suppression: RIS-aided high-speed railway networks via deep reinforcement learning

J Xu, B Ai, TQS Quek - IEEE Transactions on Wireless …, 2022 - ieeexplore.ieee.org
… relay (MR) to suppress the interference as well as jamming in HSR … network capacity against
the interference, we formulate an … of deep reinforcement learning (DRL), we propose a deep

[HTML][HTML] Interference mitigation for synthetic aperture radar based on deep residual network

W Fan, F Zhou, M Tao, X Bai, P Rong, S Yang, T Tian - Remote Sensing, 2019 - mdpi.com
deep learning in feature extraction and image generation to identify whether the SAR echoes
contain interference… Moreover, we quantitatively evaluated the interference suppression