Deep-reinforcement-learning-based optimization for cache-enabled opportunistic interference alignment wireless networks

Y He, Z Zhang, FR Yu, N Zhao, H Yin… - IEEE Transactions …, 2017 - ieeexplore.ieee.org
… [k] r × d[k] interference suppression matrix of the kth user, respectively. x[k](t) and z[k](t) are
the … Moreover, since deep Q learning utilizes deep learning to approximate the Q function, the …

RIS-aided proactive mobile network downlink interference suppression: A deep reinforcement learning approach

Y Wang, M Sun, Q Cui, KC Chen, Y Liao - Sensors, 2023 - mdpi.com
… while co-channel interference is suppressed. However, the … an RIS-assisted interference
suppression scheme based on … problem, which combines deep reinforcement learning (DRL) to …

Suppressing SAR radio frequency interference based on UNet

F Fang, A Si, D Dai - International Conference on Algorithms …, 2023 - spiedigitallibrary.org
… (2) This paper proposes a new interference suppression algorithm based on deep learning,
… , this paper proposes a new radio frequency interference suppression algorithm, UNet. By …

Deep learning for prestack strong scattered noise suppression

D Liu, X Yang, X Wang, H Mao, MD Sacchi… - … Exposition and Annual …, 2021 - onepetro.org
… following aspects: We study the suppression of intense prestack scattered noise based on
deep learning, we also examine which is the best domain to perform deep learning denoising. …

Radio frequency interference suppression in SAR system using prior-induced deep neural network

J Shen, B Han, Z Pan, Y Hu, W Hong… - IGARSS 2022-2022 …, 2022 - ieeexplore.ieee.org
… of interference signals in the time-frequency domain, an interference suppression network is
… idea of semi-parametric interference suppression and the deep learning method, which can …

An augmented deep learning network with noise suppression feature for efficient segmentation of magnetic resonance images

S Tripathi, TS Sharan, S Sharma… - IETE Technical …, 2022 - Taylor & Francis
… The advent of deep learning technology has paved the way for efficient, automatic and …
This manuscript proposes an augmented end to end trainable deep learning architecture for …

Multiclass radio frequency interference detection and suppression for SAR based on the single shot multibox detector

J Yu, J Li, B Sun, J Chen, C Li - Sensors, 2018 - mdpi.com
… For the purpose of suppressing the multiclass radio frequency interference in SAR echoes
… on the SSD deep learning network was proposed in this study. In this method, first, an echo-…

Applying Deep Residual Network to Suppress Optical Coding Access Interference

CC Liu, JF Huang, CC Yang - 2021 International Symposium …, 2021 - ieeexplore.ieee.org
deep learning with SACOCDMA to suppress the noise during transmission. Noise as the
interference … intelligent computations on suppressing interference noise implemented by deep

Zero-order term suppression in off-axis holography based on deep learning method

H Wang, K Li, X Jiang, J Wang, X Zhang, X Liu - Optics Communications, 2023 - Elsevier
… term suppression method based on deep learning and a generating hologram dataset method.
With trained deep learning … of zero-order term suppression can be completed. Classical …

Noise suppression of artificial intelligence filter for radio frequency interference

WC Lai, R Jian, X Xiaoning - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
interference noise reduction for low-pass filter using as switched-capacitor (SC) architecture.
For noise suppression… for deep learning applications,” IEEE Intl Symposium on Circuits and …