An integrated approach for gear health prognostics

Annual Forum Proceedings - AHS International

Volumn 3, Issue , 2012, Pages 1647-1655

  He, David ^a   Bechhoefer, Eric ^b   Dempsey, Paula ^c   Ma, Jinghua ^a  

^a University of Illinois at Chicago   (United States)

^b NRG Systems   (United States)

^c NASA GLENN RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DEGRADATION STATE; HEALTH INDICES; INTEGRATED APPROACH; MEASUREMENT FUNCTION; NEW COMPONENTS; PARTICLE FILTER; SPIRAL BEVEL GEARS;

DISTRIBUTED COMPUTER SYSTEMS; HELICOPTERS; INTEGRATED CONTROL; NONLINEAR FILTERING; STRESS INTENSITY FACTORS; TARGET TRACKING;

SYSTEMS ENGINEERING;

EID: 84864922529     PISSN: 15522938     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. Arulampalam, S. M., Maskell, S., Gordon, N., and Clapp, T., 2002, "A Tutorial on Particle Filters for Online Nonlinear/Non-Gaussian Bayesian Tracking", IEEE Transactions on Signal Processing, Vol. 50, No. 2, pp. 174-188. (Pubitemid 34291500)
2. Bechhoefer, E., Bernhard, A., He, D., and Banerjee, P., 2006, "Use of Semi Hidden Markov Models in the Prognostics of Shaft Failure", Proceedings of the American Helicopter Society 62nd Annual Forum, Phoenix, AZ, May 9-11, 2006.
3. Bechhoefer, E., Bernhard, A., and He, D., 2008, "Use of Paris Law for Prediction of Component Remaining Life", Proceedings of 2008 IEEE Aerospace Conference, Big Sky, MT.
4. Bechhoefer, E., He, D., and Dempsey, P., 2011, "Gear Health Threshold Setting Based On a Probability of False Alarm", Proceedings of the 2011 Annual Conference of the Prognostics and Health Management Society, Montreal, Canada, September 23 - 28.
5. Butler, S. and Ringwood, J., 2010, "Particle Filters for Remaining Useful Life Estimation of Abatement Equipment used in Semiconductor Manufacturing", Proceedings of the First Conference on Control and Fault-Tolerant Systems, Nice, France, pp. 436-441.
6. Dempsey, P., Handschuh, R., and Afjeh, A., 2002, Spiral Bevel Gear Damage Detection Using Decision Fusion Analysis, NASA/TM-2002-211814.
7. Dong, M. and He, D., 2007, "A Segmental Hidden Semi-Markov Model (HSMM)-based Diagnostics and Prognostics Framework and Methodology", Mechanical Systems and Signal Processing, Vol. 21, No. 5, pp. 2248-2266 (Pubitemid 46566399)
8. Doucet, A., Godsill, S., and Andrieu, C., 2000, "On Sequential Monte Carlo Sampling Methods for Bayesian Filtering", Statistics and Computing, Vol. 10, pp. 197-208.
9. He, D., Wu, S., and Bechhoefer, E., 2007, "Use of Physics-based Approach to Enhance HUMS Prognostic Capability", Proceedings of the 2007 American Helicopter Society (AHS) International Forum, Virginia Beach, Virginia, May 1 - 3, 2007.
10. Huang, R., Xi, L., Li, X., Liu, C. R. Qiu, H., Lee, J., 2007, "Residual life predictions for ball bearings based on self-organizing map and back propagation neural network methods", Mechanical Systems and Signal Processing, Vol. 21, pp. 193-207. (Pubitemid 44550081)
11. Ma, J., 2011, Development of Integrated Prognostics: Application to Bearing and Bevel Gear Life Prediction, PhD Thesis, Department of Mechanical and Industrial Engineering, The University of Illinois at Chicago. December 2011.
12. Montgomery, D. C., Jennings, C. L., and Kulahci, M., 2008, Introduction to Time Series Analysis and Forecasting, John Wiley & Sons, New York, NY.
13. Orchard, M. E., and Vachtsevanos, G. J., 2011, "A Particle-filtering Approach for On-line Fault Diagnosis and Failure Prognosis", Transactions of the Institute of Measurement and Control, Vol. 31, pp. 221-246.
14. Qiu, J., Zhang, C., Seth, B.B., and Liang, S. Y., 2002, "Damage mechanics approach for bearing lifetime prognostics", Mechanical Systems and Signal Processing, Vol. 16, pp. 817-829. (Pubitemid 35263677)
15. Ray, A. and Tangirala, S., 1996, "Stochastic modeling of fatigue crack dynamics for on-line failure prognostics", IEEE Transactions on Control Systems Technology, Vol. 4, pp. 443-451. (Pubitemid 126777708)
16. Saha, B., Goebel, K., Poll, S., and Christophersen, J., 2009), "Prognostics Methods for Battery Health Monitoring Using a Bayesian Framework", IEEE Transactions on Instrumentation and Measurement, Vol. 58, No. 2, pp. 291-296.
17. rd Annual Forum, Virginia Beach, VA.
18. Zakrajsek, J. et al., 1993, An Analysis of Gear Fault Detection Method as Applied to Pitting Fatigue Failure Damage, NASA Technical Memorandum 105950.
19. Zio, E. and Peloni, G., 2011, "Particle Filtering Prognostic Estimation of the Remaining Useful Life of Nonlinear Components", Reliability Engineering and System Safety, Vol. 96, pp. 403-409.