Enhanced Acoustic Howling Suppression via Hybrid Kalman Filter and Deep Learning Models

H Zhang, Y Zhang, M Yu, D Yu - IEEE/ACM Transactions on …, 2024 - ieeexplore.ieee.org
… (AHS) through the fusion of Kalman filter and deep learning techniques. We introduce
two … suppression. Our methods capitalize on the strengths of traditional and deep learning-based …

Finding ground-based radars in SAR images: Localizing radio frequency interference using unsupervised deep learning

KA Sørensen, A Kusk, P Heiselberg… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… In this study, we present an unsupervised RFI localization method using deep learning. By
… 1) Detect large-scale anomalies in Sentinel-1 IW quick-look images using deep learning. 2) …

Radar active oppressive interference suppression based on generative adversarial network

Y Yu, Y You, P Wang, L Guo - IET Radar, Sonar & Navigation, 2024 - Wiley Online Library
… on deep learning to achieve interference suppression of … can solve the problem of interference
suppression in a complex … radar signal interference suppression method outperforms …

Interference fringe suppression for oxygen concentration measurement using adaptive harmonic feeding generative adversarial network

Q Luo, J Zhou, W Li, C Yang, W Gui - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
interference fringe suppression method for the oxygen concentration measurement system
by adopting emerging machine learning … The prosperous development of deep learning

Deep learning-based suppression of speckle-noise in synthetic aperture radar (sar) images: A comprehensive review

AK Shukla, SK Dwivedi, G Chandra… - Proceedings of the …, 2023 - Springer
… Specifically, the deep learning techniques have been utilized in satellite images processes
due to the potential of deep neural networks to instinctively perceive requisite characteristics …

Deep learning seismic random noise attenuation via improved residual convolutional neural network

L Yang, W Chen, H Wang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
… To test the advantages of Leaky ReLU and the double convolutional layer used in this
article in the suppression of random noise in seismic data, we conduct four tests after the …

[图书][B] Deep Clustering for single-channel ego-noise suppression

A Briegleb, A Schmidt, W Kellermann - 2019 - publications.rwth-aachen.de
… a deep-learning framework called Deep Clustering (DC) for ego-noise suppression in a …
influence of the embedding size and the hidden layer size on the suppression performance. …

Autoencoder Communications with Optimized Interference Suppression for NextG RAN

K Davaslioglu, T Erpek… - 2022 IEEE Future …, 2022 - ieeexplore.ieee.org
… wireless communications via deep learning. The AE utilizes two … for interference suppression
that consists of the interference training and randomized smoothing steps. Interference

Rapid and robust two-dimensional phase unwrapping via deep learning

T Zhang, S Jiang, Z Zhao, K Dixit, X Zhou, J Hou… - Optics express, 2019 - opg.optica.org
interference measurements, however, often leads to the failure of conventional phase
unwrapping algorithms. In this paper, we propose a deep … +, with noise suppression and strong …

Suppressing HIFU interference in ultrasound images using 1D U-Net-based neural networks

K Yang, Q Li, H Liu, Q Zeng, D Cai, J Xu… - Physics in Medicine …, 2024 - iopscience.iop.org
… In this study, this timing was employed to provide interference-free images for the deep
learning (DL) network to be trained in the process of technique development. Note that this kind …