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基于轻型变压器的生成对抗网络用于转换器门的声学异常检测

Mingzhu Tang1, Chen Yin1, Haijun Hu2

  • 1School of Energy and Power Engineering, Changsha University of Science & Technology, Changsha, 410114, China.

ISA transactions
|November 13, 2025
PubMed
概括

本研究介绍了一种基于轻型变压器的生成对抗网络 (LT-GAN),用于使用声学分析在高压直流转换器中无监督检测异常. 新的框架实现了卓越的性能和效率,解决了数据不平衡和资源有限等挑战.

关键词:
声学信号分析 声学信号分析异常检测检测异常检测转换器门的使用情况生成性的对抗性网络.轻量级的变压器 轻量级的变压器

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