Huaji Zhou

Mixing Signals: Data Augmentation Approach for Deep Learning Based Modulation Recognition

2022 · arXiv (Cornell University)

With the rapid development of deep learning, automatic modulation recognition (AMR), as an important task in cognitive radio, has gradually transformed from traditional feature extraction and classification to automatic classification by deep learning technology. However, …

AFLNet: Auxiliary Feature Learning-Guided Cross-Channel Automatic Modulation Classification

2025 · IEEE Transactions on Communications

This paper conducted a thorough investigation into the primary difficulty of the cross-channel automatic modulation classification (AMC) task by examining data distribution and feature space of different channel conditions. We concluded that the disruption of …