Hierarchical Automatic Modulation Classification under Hardware and Channel Impairments

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초록

In this paper, we propose a hierarchical automatic modulation classification algorithm with robustness to hardware and channel impairments. The proposed algorithm improves classification performance through signal preprocessing that compensates for distortions caused by hardware and channel impairments. The algorithm yields additional performance gains with a hierarchical classification framework. The simulation results show that the proposed algorithm achieves enhanced classification performance compared to conventional non-hierarchical classifiers and demonstrates robustness under hardware and channel impairments.

키워드

Automatic Modulation ClassificationDeep LearningHardware ImpairmentClassification (of information)Computer hardware
제목
Hierarchical Automatic Modulation Classification under Hardware and Channel Impairments
저자
Cho, YunseolKim, HanvitKim, Sunwoo
DOI
10.1109/ICTC66702.2025.11387874
발행일
2026-02
유형
Conference paper
저널명
International Conference on ICT Convergence
페이지
1470 ~ 1472