电子器件2024,Vol.47Issue(1):128-133,6.DOI:10.3969/j.issn.1005-9490.2024.01.022
基于模态理论和改进GMM的声发射源识别研究
Acoustic Emission Signal Source Recognition Based on Modal Theory and Modified GMM
摘要
Abstract
Based on the modal acoustic emission signal theory,an analysis and interception method using the acoustic log cepstrum sta-tistical parameters as the feature parameters is proposed.According to the characteristic of the multiple modal acoustic emission signal,an acoustic emission source signal recognition system is proposed based on modified Gaussian mixture model.Theoretical analysis and experimental results show that the proposed method could accurately recognize the acoustic emission signal source.Meanwhile the modi-fied method could not only be applied to the recognition of emergency acoustic emission signals,but also be applied to the continuous type of acoustic emission signals.关键词
声发射信号/倒谱/高斯混合模型/识别Key words
acoustic emission signal/cepstrum/Gaussian mixture model/recognition分类
信息技术与安全科学引用本文复制引用
杨勇,李晶,朱作付,邓艾东..基于模态理论和改进GMM的声发射源识别研究[J].电子器件,2024,47(1):128-133,6.基金项目
国家工程中心创新能力建设项目(6750100000) (6750100000)
国家自然科学基金项目(52005267) (52005267)