Research on Fault Diagnosis Method Based on Empirical Mode Decomposition & Time-Frequency Reassignment

Autor: Hao Miao Zhou, Zhi Hua Hao, Zhuang Ma
Rok vydání: 2012
Předmět:
Zdroj: Advanced Materials Research. :6256-6261
ISSN: 1662-8985
DOI: 10.4028/www.scientific.net/amr.433-440.6256
Popis: The reassignment method is a technique for sharpening a time-frequency representation by mapping the data to time-frequency coordinates that are nearer to the true region of support of the analyzed signal. The reassignment method has been proved to produce a better localization of the signal components and improve the readability of the time-frequency representation by concentrating its energy at a center of gravity. But there are still few cross-terms. Then, the empirical mode decomposition is introduced to the reassignment method to suppress the interference of the cross-term encountered in processing the multi-component signals. The multi-component signal can be decomposed into a finite number intrinsic mode function by using EMD. Then, the reassignment method can be calculated for each of the intrinsic mode function. Simulation analysis is presented to show that this method can improve the localization of time-frequency representation and reduce the cross terms. The vibration signals measured from diesel engine in the stage of deflagrate were analyzed with the reassignment method. Experimental results indicate that this method has good potential in mechanical fault feature extraction.
Databáze: OpenAIRE