Title :
Condition monitoring of rotary machinery using Continuous Wavelets
Author :
Yaghouti, S.H. ; Patankar, Sanika S. ; Kulkarni, J.V.
Author_Institution :
Dept. of Instrum. Eng., Vishwakarma Inst. of Technol., Pune, India
Abstract :
Condition monitoring has significant importance in manufacturing industry. Avoiding production loss and minimizing the probability of occurance of calamitous machine failure, based on updated information acquired from machine status on-line is the aim of condition monitoring. This paper discusses various vibration signal analysis techniques. The experimentation has been carried out using a mechanical setup consisting of rotary machine. The setup has a provision of introducing fault (uncertainty) by way of using gear with broken tooth. The effect of uncertainty (introduced in the vibration signal because of gear with broken tooth) is analyzed using Fourier Transform and Continuous Wavelet Transform (with Daubechies having three vanishing moments and Mexican Hat basis functions). From the experimental results, it is observed that the uncertainty due to broken tooth has been significantly detected by Continuous Wavelet Transform using Mexican Hat basis function as compared to Fourier Transform.
Keywords :
Fourier transforms; condition monitoring; failure (mechanical); fault diagnosis; gears; mechanical engineering computing; production equipment; signal processing; vibrations; wavelet transforms; Daubechies; Fourier transform; broken tooth; calamitous machine failure occurence probability; condition monitoring; continuous wavelet transform; gear; machine fault; machine status; manufacturing industry; mechanical setup; mexican hat basis function; online information update; production loss; rotary machinery; uncertainty effect analysis; vanishing moments; vibration signal analysis technique; Condition monitoring; Continuous Wavelet Transform; Fast Fourier Transform; Lipschitz Exponent;
Conference_Titel :
Computational Intelligence & Computing Research (ICCIC), 2012 IEEE International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4673-1342-1
DOI :
10.1109/ICCIC.2012.6510266