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

Toward 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

Research on communication signal interference suppression based on deep learning

Y Chen, H Shan, H Wei - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
… reconstruction algorithm in the traditional interference suppression requires high accuracy
… the interference suppression of communication signals combined with the deep learning U-…

Interference suppression algorithm for wireless communication network based on joint estimation

J Wang - Journal of Computational Methods in Sciences and …, 2022 - content.iospress.com
… uses the convolutional neural network in the deep learning method to identify the interference
signal [8]. This method can speed up the network learning speed and avoid signal loss, …

Random and coherent noise suppression in DAS-VSP data by using a supervised deep learning method

X Dong, Y Li, T Zhong, N Wu… - IEEE Geoscience and …, 2020 - ieeexplore.ieee.org
… To suppress the seismic background noise, experts have … Also, we have tried to suppress
the random and coherent … be an effective tool for the suppression of seismic background noise […

End-to-end autoencoder communications with optimized interference suppression

K Davaslioglu, T Erpek, YE Sagduyu - arXiv preprint arXiv:2201.01388, 2021 - arxiv.org
… mic and computational capabilities, deep learning provides an alternative to wireless
communication tasks including the physical layer design by learning from and adapting to rich …

Suppressing the HIFU interference in ultrasound guiding images with a diffusion-based deep learning model

D Cai, K Yang, X Liu, J Xu, Y Ran, Y Xu… - Computer Methods and …, 2024 - Elsevier
… the use of a deep learning (DL) solution, specifically a diffusion implicit model, to suppress
the HIFU interference. We considered the images contaminated with HIFU interference as low-…

Interference suppression for an FM-radio-based passive radar via deep convolutional autoencoder

DH Park, GH Park, JH Park, JH Bang… - … on Aerospace and …, 2023 - ieeexplore.ieee.org
suppressing interference components using a deep learning … capable of effectively
suppressing interference in the RD … data proved that the deep learning-based method exhibited …

RCEN: a deep-learning-based background noise suppression method for DAS-VSP records

T Zhong, M Cheng, S Lu, X Dong… - IEEE Geoscience and …, 2021 - ieeexplore.ieee.org
… In general, the authenticity of the training dataset greatly determines the denoising performance
for deep learning methods. Here, the training dataset for RCEN is composed of a signal …

FUAS-Net: Feature-oriented unsupervised network for FMCW radar interference suppression

H Zhang, S Wei, M Wang, Y Hu, J Shi… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
deep learning techniques to automatically learn the hyperparameters in the CS-based method
to accurately suppress interference … input-to-output interference datasets, and even when …