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A Method for Few-Shot Modulation Recognition Based on Reinforcement Metric Meta-Learning

In response to the problem where neural network models fail to fully learn signal sample features due to an insufficient number of signal samples, leading to a decrease in the model’s ability to recognize signal modulation methods, a few-shot signal modulation mode recognition method based on reinfo...

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Principais autores: Fan Zhou, Xiao Han, Jinyang Ren, Wei Wang, Yang Wang, Peiying Zhang, Shaolin Liao
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2025-08-01
Serier:Computers
Fag:
few-shot modulation recognition
meta-learning
transfer learning
metric learning
Online adgang:https://www.mdpi.com/2073-431X/14/9/346
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