Title :
A Novel QPC Detector for the Health Monitoring of Rotating Machines
Author :
Kim, Taekhyun ; Powers, Edward J. ; Grady, W. Mack ; Arapostathis, Ari
Author_Institution :
Univ. of Texas at Austin, Austin
Abstract :
Higher-order spectra such as the bispectrum/bicoherence are widely used for the analysis of various nonlinear phenomena. However, the traditional bicoherence definition fails when its ´phase randomization´ assumption is not satisfied, and this assumption is often not appropriate for continuous health monitoring of rotating machines. Therefore, we propose a novel quadratic phase coupling detector based on the bicoherence. Through theoretical and experimental comparison, it is shown that our approach is superior to previously proposed methods at high SNRs, and can also address partially coupled cases which previous approaches completely failed to deal with.
Keywords :
condition monitoring; fault diagnosis; machinery; spectral analysis; QPC detector; bicoherence; health monitoring; higher-order spectra; quadratic phase coupling detector; rotating machines; Computerized monitoring; Condition monitoring; Degradation; Detectors; Frequency estimation; Instrumentation and measurement; Phase detection; Phase estimation; Rotating machines; USA Councils; Bicoherence; Health monitoring; High-order spectra; Rotating machine;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2007. IMTC 2007. IEEE
Conference_Location :
Warsaw
Print_ISBN :
1-4244-0588-2
DOI :
10.1109/IMTC.2007.379340