An intelligent approach to machine component health prognostics by utilizing only truncated histories

Mechanical Systems and Signal Processing

Volumn 42, Issue 1-2, 2014, Pages 300-313

  Lu, Chen ^a,b   Tao, Laifa ^a,b   Fan, Huanzhen ^c  

^a BEIHANG UNIVERSITY   (China)

^b Science and Technology on Reliability and Environmental Engineering Laboratory   (China)

^c CASIC   (China)

Author keywords

Health prognostics; Life prediction; Survival probability; Truncated histories

Indexed keywords

HEALTH PROGNOSTICS; LIFE PREDICTIONS; MACHINE CONDITION MONITORING; MINIMUM QUANTIZATION ERRORS; MULTI-LAYER PERCEPTRON NETWORKS; PRODUCT-LIMIT ESTIMATOR; SELF-ORGANIZING MAP NETWORK; SURVIVAL PROBABILITIES;

CONDITION MONITORING; CONFORMAL MAPPING; FEATURE EXTRACTION; HEALTH; MACHINERY; MAINTENANCE;

SYSTEMS ENGINEERING;

EID: 84887082773     PISSN: 08883270     EISSN: 10961216     Source Type: Journal    
DOI: 10.1016/j.ymssp.2013.08.025     Document Type: Article

References (18)

1. Andrew K.S. Jardine, Daming Lin, and Dragan Banjevic A review on machinery diagnostics and prognostics implementing condition-based maintenance Mechanical Systems and Signal Processing 20 2006 1483 1510
2. A. Heng, S. Zhang, A.C.C. Tan, and J. Mathew Rotating machinery prognostics: state of the art, challenges and opportunities Mechanical Systems and Signal Processing 23 2008 724 739
3. A.K.S. Jardine, and A.H.C. Tsang Maintenance, Replacement, and Reliability: Theory and Applications 2006 CRC/Taylor & Francis Boca Raton
4. J.N. Pan Reliability prediction of imperfect switching systems subject to weibull failures Computers & Industrial Engineering 34 2 1998 481 492
5. E.El-Adll Magdy Predicting future lifetime based on random number of three parameters Weibull distribution Mathematics and Computers in Simulation 81 9 2011 1842 1854
6. C. Lu, and W. Meeker Using degradation measures to estimate a time-to-failure distribution Technometrics 35 2 1993 161 174
7. Zhigang Tian, Lorna Wong, and Nima Safaei A neural network approach for remaining useful life prediction utilizing both failure and suspension histories Mechanical Systems and Signal Processing 24 2010 1542 1555
8. Heng, Soong Yin Aiwina; Tan, Andy C. C.; Mathew, Joseph; Yang, Bo-Suk, Machine Prognosis with Full Utilization of Truncated Lifetime Data, in: Gelman, L. (Ed.), in: Proceedings of the 2nd World Congress on Engineering Asset Management and the 4th International Conference on Condition Monitoring. Harrogate, UK, 11-14 June, 2007.
9. Achmad Widodo, and Bo-Suk Yang Machine health prognostics using survival probability and support vector machine Expert Systems with Applications 38 2011 8430 8437
10. T., Kohonen, The self-organizing map, Proceedings of IEEE 78, 1464-1480.
11. J.E. Dayhof Neural Network Architectures: An Introduction 1990 Van Nostrand Reinhold, New York
12. M.H. Ghaseminezhad, and A. Karami A novel self-organizing map (SOM) neural network for discrete grups of data clustering Applied Soft Computing 11 4 2011 3771 3778
13. E. Alhoniemi, J. Hollmen, O. Simula, and J. Vesanto Process monitoring and modeling using the self-organizing map Integrated Computer-Aided Engineering 6 1999 3 14
14. A. Ultsch, S.H. Kohonen, Self organizing feature maps for exploratory data analysis, in: Proceedings of the International Neural Network Conference, INN'90, Kluwer, 1990.
15. Runqing Huang, Lifeng Xi, Xinglin Li, C. Richard Liu, Hai Qiu, and Jay Lee Residual life predictions for ball bearings based on self-organizing map and back propagation neural network methods Mechanical Systems and Signal Processing 21 1 2007 193 207
16. Chen Lu, Ning Ma, and Zhipeng Wang Fault detection for hydraulic pump based on chaotic parallel RBF network EURASIP Journal on Advances in Signal Processing 2011 49
17. K.S. Wang, F.S. Hsu, and P.P. Liu Modeling the bathtub shape hazard rate function in terms of reliability Reliability Engineering & System Safety 75 3 2002 397 406
18. Hai Qiu, Jay Lee, Jing Lin, and Gang Yu Robust performance degradation assessment methods for enhanced rolling element bearing prognostics Advanced Engineering Informatics 17 3-4 2003 127 140