Automatic modulation classification based on decentralized learning and ensemble learning

X Fu, G Gui, Y Wang, H Gacanin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… the innovative learning framework is realized by decentralized learning [18] and ensemble
learning framework based on decentralized learning and ensemble learning. The hybrid …

Lightweight automatic modulation classification based on decentralized learning

X Fu, G Gui, Y Wang, T Ohtsuki… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… and performance limitations of centralized learning automatic modulation classification (CentAMC)
method, this paper proposes a decentralized learning AMC (DecentAMC) method …

A lightweight decentralized-learning-based automatic modulation classification method for resource-constrained edge devices

B Dong, Y Liu, G Gui, X Fu, H Dong… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
… However, the lightweight seems to be a contradiction with the classification performance in
… an efficient lightweight decentralized learning-based automatic modulation classification (…

[HTML][HTML] Decentralized learning and model averaging based automatic modulation classification in drone communication systems

M Ma, Y Xu, Z Wang, X Fu, G Gui - Drones, 2023 - mdpi.com
… Considering the advantages of decentralized learning and ResNet, we propose a decentralized
learning method for AMC in the drons communication systems based on ResNet, which …

Automatic modulation classification: A deep architecture survey

T Huynh-The, QV Pham, TV Nguyen, TT Nguyen… - IEEE …, 2021 - ieeexplore.ieee.org
… Another solution to overcome the high complexity of deep models is the decentralized
learning, where a single model is trained on multiple servers with local datasets distributed …

Distributed learning for automatic modulation classification in edge devices

Y Wang, L Guo, Y Zhao, J Yang… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
… for the modulation classification for the next demodulation. … automatic modulation classification
via deep learning and … technology for automatic modulation classification in edge device,” …

Decentralized automatic modulation classification method based on lightweight neural network

B Dong, G Xu, X Fu, H Dong, G Gui… - 2022 IEEE 33rd …, 2022 - ieeexplore.ieee.org
… ) for realizing automatic modulation classification (AMC). In this paper, a lightweight
neural network for decentralized learning-based automatic modulation classification (DecentAMC) …

Automatic Modulation Classification Based on Decentralized Learning and Model Averaging

Y Xu, M Ma, X Fu, Y Wang, G Gui… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
… of decentralized learning and ResNet, we propose a decentralized learning method for
AMC … • We propose an AMC method using decentralized learning and residual network (ResNet). …

A hybrid deep learning model for automatic modulation classification

SH Kim, CB Moon, JW Kim… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
… Abstract—Automatic modulation classification (AMC) is one of the major challenges for …
decentralized learning AMC method was proposed to avoid limitations of the centralized learning

A Fast Multi-Loss Learning Deep Neural Network for Automatic Modulation Classification

S Chang, Z Yang, J He, R Li, S Huang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… Abstract—Automatic modulation classification (AMC) enables significant applications in both
… Adachi, “Lightweight automatic modulation classification based on decentralized learning,” …