DocumentCode
1780519
Title
Analysis of acoustic signals from rotating machines for wear detection
Author
Iyer, Nandini G. ; Norman, Suresh R.
Author_Institution
Electron. & Commun. Dept., SSN Coll. of Eng., Kalavakkam, India
fYear
2014
fDate
10-12 April 2014
Firstpage
1
Lastpage
6
Abstract
Automated Condition Monitoring (ACM) of rotating machines is necessary to avoid sudden machine breakdown due to wear and tear of Rolling Element Bearings (REBs). Hence, detecting faults in REBs well before machine outage is important. The aim of the proposed system is to develop a prototype to detect mechanical wear, by capturing acoustic signals with frequencies between 20 Hz to 20 kHz, from the machine under test, using non-contact electret microphone sensor. The frequency spectra of the acoustic signal from a healthy bearing is compared with the acquired acoustic signal. This system aids in scheduled replacement of faulty parts, thereby reducing the machine downtime, increasing reliability and customer satisfaction, but the results do not infer on the severity of the fault present in the REBs. The system also helps in predicting Remaining Useful Life (RUL) of the machine under consideration.
Keywords
acoustic signal processing; condition monitoring; customer satisfaction; electrets; mechanical engineering computing; microphones; reliability; remaining life assessment; rolling bearings; turbomachinery; wear; ACM; REB fault detection; REB wear and tear; RUL prediction; acoustic signal; acoustic signal analysis; automated condition monitoring; customer satisfaction improvement; fault severity; faulty part replacement; frequency spectra; healthy bearing; machine breakdown avoidance; machine downtime reduction; machine outage; machine under test; mechanical wear; noncontact electret microphone sensor; reliability improvement; remaining useful life prediction; rolling element bearings; rotating machines; wear detection; Acoustics; Feature extraction; Microphones; Spectral analysis; Time-domain analysis; Time-frequency analysis; Automated Condition Monitoring; REBs; Remaining Useful Life;
fLanguage
English
Publisher
ieee
Conference_Titel
Recent Trends in Information Technology (ICRTIT), 2014 International Conference on
Conference_Location
Chennai
Type
conf
DOI
10.1109/ICRTIT.2014.6996206
Filename
6996206
Link To Document