X Fu, G Gui, Y Wang, T Ohtsuki… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… and performance limitations of centralized learningautomaticmodulationclassification (CentAMC) method, this paper proposes a decentralizedlearning AMC (DecentAMC) method …
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 decentralizedlearning-based automaticmodulationclassification (…
M Ma, Y Xu, Z Wang, X Fu, G Gui - Drones, 2023 - mdpi.com
… Considering the advantages of decentralizedlearning and ResNet, we propose a decentralized learning method for AMC in the drons communication systems based on ResNet, which …
… 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 …
Y Wang, L Guo, Y Zhao, J Yang… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
… for the modulationclassification for the next demodulation. … automaticmodulationclassification via deep learning and … technology for automaticmodulationclassification in edge device,” …
B Dong, G Xu, X Fu, H Dong, G Gui… - 2022 IEEE 33rd …, 2022 - ieeexplore.ieee.org
… ) for realizing automaticmodulationclassification (AMC). In this paper, a lightweight neural network for decentralizedlearning-based automaticmodulationclassification (DecentAMC) …
Y Xu, M Ma, X Fu, Y Wang, G Gui… - IEEE INFOCOM 2023 …, 2023 - ieeexplore.ieee.org
… of decentralizedlearning and ResNet, we propose a decentralizedlearning method for AMC … • We propose an AMC method using decentralizedlearning and residual network (ResNet). …
SH Kim, CB Moon, JW Kim… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
… Abstract—Automaticmodulationclassification (AMC) is one of the major challenges for … decentralizedlearning AMC method was proposed to avoid limitations of the centralized learning …
S Chang, Z Yang, J He, R Li, S Huang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
… Abstract—Automaticmodulationclassification (AMC) enables significant applications in both … Adachi, “Lightweight automaticmodulationclassification based on decentralizedlearning,” …