Title :
Blind source separation and identification of internal combustion engine noise based on independent component and wavelet analysis
Author :
Xia Wang ; Changwen Liu ; Xianfeng Du ; Kang Shao
Author_Institution :
State Key Lab. of Engines, Tianjin Univ., Tianjin, China
Abstract :
The independent component analysis and wavelet transform technology are used to separate and identify the internal combustion engine noise signal. According to the basic principle of independent component analysis, FastICA based on negative entropy great with the good stability and convergence speed algorithm is applied to separate the noise signals of six cylinder diesel engine. And the noise signals are decomposed into a series of independent components. The fast Fourier transform and wavelet transform technology are applied on each independent component analysis. Combining with the time-frequency analysis results and the internal combustion engine noise signal spectrum and the structure of the separation of the independent component and getting the corresponding relationship of different internal combustion engine noise sources. The results show that: the independent components correspond to the diesel engine combustion noise sources, the piston knock noise, and fuel injection pump noise and so on.
Keywords :
automotive engineering; blind source separation; diesel engines; fast Fourier transforms; independent component analysis; noise abatement; wavelet transforms; FastICA; blind source separation; combustion noise source; fast Fourier transform; fuel injection pump noise; independent component analysis; internal combustion engine noise; negative entropy; noise identification; piston knock noise; six cylinder diesel engine; time-frequency analysis; wavelet analysis; wavelet transform technology; Combustion; Internal combustion engines; Noise; Pistons; Time frequency analysis; Wavelet transforms; IC engine; independent component analysis; surface radiation noise; wavelet transform;
Conference_Titel :
Electrical and Control Engineering (ICECE), 2011 International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4244-8162-0
DOI :
10.1109/ICECENG.2011.6057519