Condition monitoring of a gear box using vibration and acoustic emission based artificial neural network

SAE Technical Papers

Volumn , Issue , 2001, Pages

  Abu Mahfouz, Issam ^a  

^a PENNSYLVANIA STATE UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ACOUSTIC NOISE; CONDITION MONITORING; DAMAGE DETECTION; FREQUENCY DOMAIN ANALYSIS; FREQUENCY ESTIMATION; GEARS; NEURAL NETWORKS; SPECTRAL DENSITY; TIME DOMAIN ANALYSIS; VIBRATION ANALYSIS; VOLTAGE MEASUREMENT; WAVELET TRANSFORMS;

ACOUSTIC EMISSION SIGNAL; ARTIFICIAL DEFECTS; ARTIFICIAL NEURAL NETWORK APPROACH; MACHINE HEALTH MONITORING; OPERATIONAL CONDITIONS; POWER SPECTRAL DENSITIES (PSD); STATISTICAL MEASURES; TIME- AND FREQUENCY-DOMAIN ANALYSIS;

ACOUSTIC EMISSION TESTING;

EID: 85072449523     PISSN: 01487191     EISSN: 26883627     Source Type: Journal    
DOI: 10.4271/2001-01-1484     Document Type: Conference Paper

References (9)

1. Looney Carl G., "Pattern Recognition Using Neural Networks, Theory and Algorithms for Engineers and Scientists," 1997, Oxford University Press.
2. Dellomo, M. R., 1999, "Helicopter Gearbox Fault Detection: A Neural Network Based Approach," ASME Journal of Vibration and Acoustics, Vol. 121, pp. 265-272.
3. Lippmann, R. P., "An introduction to Computing with Neural Nets," IEEE ASSP Magazine 4, no. 2 (April 1987): 4-22.
4. McFadden, P. D., and Smith, J. D., 1985, "A Signal Processing Technique for Detecting Local Defects in a Gear from the Signal Average of the Vibration," Proceedings of the institute of Mechanical Engineers, Vol. 199, No. C4.
5. Newland, D.E., 1999, "Ridge and Phase Identification in the Frequency Analysis of Transient Signals by Harmonic Wavelets," ASME Journal of Vibration and Acoustics, Vol. 121, pp. 149-155.
6. Rumelhart, D. E., Hinton G. E., and Williams R.J., "Learning Internal Representation by Error Propagation." Edited by Rumelhart D. E., and McClelland J. L.,. N.Y.: Massachusetts Institute of Technology Press. 1986.
7. "Signal Processing Toolbox, For Use with MATLAB" User's Guide. The Math Works, Inc.
8. Stoica, P., and Moses R.L., Introduction to Spectral Analysis, Prentice-Hall, 1997.
9. Tse, P. W., and Atherton, D. P., 1999, "Prediction of Machine Deterioration Using Vibration Based Fault Trends and Recurrent Neural Networks," ASME Journal of Vibration and Acoustics, Vol. 121, pp. 355-362.