独立分量分析在内燃机噪声信号分离中的应用

被引:9
作者
葛楠
刘月辉
机构
[1] 天津大学机械工程学院
关键词
内燃机; 噪声; 独立分量分析; 小波分析;
D O I
暂无
中图分类号
TK402 [设计、计算];
学科分类号
080703 ;
摘要
采用独立分量分析的方法进行了内燃机噪声信号分离的研究.建立了基于FastICA算法的常规内燃机噪声独立分量分析模型,为了减少所需传声器个数,在此基础上应用了时序独立分量分析模型.以某四缸柴油机为研究对象,测量了不同工况下的噪声信号,计算了这些噪声信号的统计峰度,确认其为非高斯信号,满足独立分量分析的基本要求.对测得的柴油机噪声信号进行了时序独立分量分析,将其分解为一系列不同的独立分量.采用小波变换的方法对它们进行分析,得到了各独立分量的时频分布,研究结果表明,这些独立分量对应着不同的内燃机噪声源信号.
引用
收藏
页码:454 / 457
页数:4
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