Title :
Matching Demodulation Transform With Application to Feature Extraction of Rotor Rub-Impact Fault
Author :
Shibin Wang ; Xuefeng Chen ; Guoying Li ; Xiang Li ; Zhengjia He
Author_Institution :
State Key Lab. for Manuf. Syst. Eng., Xi´an Jiaotong Univ., Xi´an, China
Abstract :
Conventional time-frequency analysis (TFA) methods have played an important role in characterizing the TF pattern of nonstationary signals. In this paper, a new TFA algorithm, called matching demodulation transform (MDT), is introduced to extract the highly oscillatory frequency modulation (FM) feature of rotor rub-impact fault. When a rub-impact fault occurs in the rotor system, vibration signals will present the FM feature because of the periodic rub-impact between the stator and the rotor. Through a partial demodulation and stepwise refinement procedure, the highly oscillatory FM feature is represented with satisfactory energy concentration in the time-frequency plane. The validity and practical utility of the MDT is then demonstrated on an experimental rotor system and a practical heavy oil catalytic cracking machine set with a rotor rub-impact fault. The analysis results show that the MDT is powerful in the analysis of FM signals and is an effective tool for the feature extraction of rub-impact faults.
Keywords :
catalysis; catalysts; demodulation; fault diagnosis; feature extraction; frequency modulation; impact (mechanical); mechanical engineering computing; oils; rotors (mechanical); signal representation; stators; time-frequency analysis; transforms; vibrations; FM; MDT; TFA; catalytic cracking machine set; feature extraction; frequency modulation; matching demodulation transform; nonstationary signal pattern; rotor rub-impact fault; stator; stepwise refinement procedure; time-frequency analysis; vibration signal; Demodulation; Estimation; Feature extraction; Frequency modulation; Rotors; Transforms; Feature extraction; instantaneous frequency; matching demodulation transform; rotor fault diagnosis; time–frequency analysis;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2013.2283552