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 …

Deeplearning‐based beamforming for rejecting interferences

P Ramezanpour, MJ Rezaei… - IET Signal Processing, 2020 - Wiley Online Library
interferences [19], a major limitation of classical beamforming algorithms is suppressing the
wideband interference. … the problem of mitigating wideband interferences in the presence of …

Interference mitigation for synthetic aperture radar using deep learning

W Fan, F Zhou, P Rong, X Yao - 2019 6th Asia-Pacific …, 2019 - ieeexplore.ieee.org
… recovered signals and imaging results by applying different interference mitigation algorithms.
Moreover, we utilize the interference suppression ratio (ISR), signal distortion ratio (SDR) , …

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

A self-interference cancellation method based on deep learning for beyond 5G full-duplex system

WM Zhang, J Yin, D Wu, G Guo… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
… ][11] are needed to suppress the self-interference before Analog-DigitalConverter (ADC).
The third one is digital cancellation suppressing the self-interference after ADC. Compared with …

Self-supervised Learning Method for SAR Multi-Interference Suppression

X Cen, Y Li, Z Han, T Gu, P Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
learning interference suppression method based on deep learning, including interference
learning anti-interference method based on deep learning. In order to deal with multiple …

A radio-signal interference suppression approach based on denoising autoencoder

H Huang, D Shen, X Tian, P Cheng… - … and Systems for …, 2023 - spiedigitallibrary.org
… This paper develops a deep learning-based radio signal interference suppression
method by leveraging the adaptive features and Convolutional Neural Network (CNN) based …

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. …

On deep learning assisted self-interference estimation in a full-duplex relay link

K Muranov, MA Islam, B Smida… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
… Using this two-stage approach, the proposed SI canceller can achieve improved SI
suppression with a small amount of training symbols and processing time. Transfer Learning is …

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