GMSK demodulation combining 1D-CNN and Bi-LSTM network over strong solar wind turbulence channel

M Zhu, S Hu, K Yang, T Yan, L Ye, H Li, Y Jin - Radio Science, 2023 - ieeexplore.ieee.org
To solve the problem of bit error rate (BER) performance degradation over strong solar wind
turbulence channel, this paper addresses to Gaussian minimum frequency shift keying …

A Novel Demodulation Scheme of MSK Signals Based on One-Dimensional Convolutional Neural Network under Impulsive Noise

G Jia, H Lu, S Wang, X Xu, X Liu - Electronics, 2023 - mdpi.com
The atmospheric noise widely present in very-low-frequency and low-frequency (VLF/LF)
communication systems is usually considered as a type of impulsive noise, which can …

Research on Pulse Position Modulation and Demodulation System of Space Laser Communication Based on DBN-SVM

Y Wang, Z Liu, C Li, Y Chen, C Wang… - 2021 13th …, 2021 - ieeexplore.ieee.org
The pulse position modulation (PPM) demodulation system for space laser communication
based on the cascade of deep belief network (DBN) and support vector machine (SVM) is …

Machine Learning Based Waveform Reconstruction Demodulation Method for Space Borne AIS Signal

S Zhou, W Gao, W Mu, Y Zheng… - 2023 IEEE Globecom …, 2023 - ieeexplore.ieee.org
Due to high speed of low earth orbit (LEO) satellites and wide footprint that satellite
antennas may cover, space-borne AIS (automatic identification system) receivers encounter …

Free space laser communication equalizer based on deep neural network

Y Chen, Z Liu, H Liang, Y Chang, C Li… - 2021 13th …, 2021 - ieeexplore.ieee.org
In order to solve the problem of the performance degradation of space laser communication
system caused by atmospheric turbulence, a deep learning method based on deep neural …

MINE-based Geometric Constellation Shaping in AWGN Channel

Q Wang, X Ji, LP Qian, Z Liu, X Du… - 2023 IEEE/CIC …, 2023 - ieeexplore.ieee.org
The use of high-order constellation modulations is imperative to improve the spectral
efficiency, for both radio frequency/laser-based satellite systems and optical wireless …

Detection method of solar radio bursts based on support vector machine model

Y Luo, X Zhu, M Lin, F Yang - … & Data Analytics in the era of …, 2020 - ieeexplore.ieee.org
The noise signal produced by solar radio bursts (SRBs) is one of the significant factors
influencing the navigation signal. The study of the detection of SRBs is meaningful to the …

Analysis of the pattern recognition algorithm of broadband satellite modulation signal under deformable convolutional neural networks

H Li, M Li - Plos one, 2020 - journals.plos.org
This research aims to analyze the effects of different parameter estimation on the recognition
performance of satellite modulation signals based on deep learning (DL) under low signal to …

Solar radio spectrum classification based on ConvLSTM

R Cheng, G Yuan - Computational Vision and Bio-Inspired Computing …, 2022 - Springer
Solar radio bursts are a kind of instantaneously enhanced radio waves from the Sun. The
high-intensity signals can seriously interfere with radio communication and navigation …

Weather-Conscious Adaptive Modulation and Coding Scheme for Satellite-Related Ubiquitous Networking and Computing

S Zhang, G Yu, S Yu, Y Zhang, Y Zhang - Electronics, 2022 - mdpi.com
As a crucial part of ubiquitous networking and computing (UNC) technologies, low earth
orbit (LEO) satellite communications aim at providing internet connectivity services …