Mahalanobis Taguchi System (MTS) as a Prognostics Tool for Rolling Element Bearing Failures

作者: Ahmet Soylemezoglu , S. Jagannathan , Can Saygin

DOI: 10.1115/1.4002545

关键词:

摘要: … indicator of potential machine failure. In this study, features derived from bearing vibration … Vibration and temperature data from both bearings were sampled and recorded continuously …

参考文章(41)
Rajesh Jugulum, Genichi Taguchi, The Mahalanobis-Taguchi strategy : a pattern technology system John Wiley & Sons. ,(2002)
P. C. Mahalanobis, On the generalized distance in statistics Proceedings of the National Institute of Sciences (Calcutta). ,vol. 2, pp. 49- 55 ,(1936)
Hai Qui, J. Lee, Feature fusion and degradation using self-organizing map international conference on machine learning and applications. pp. 107- 114 ,(2004) , 10.1109/ICMLA.2004.1383501
Jianhui Luo, A. Bixby, K. Pattipati, Liu Qiao, M. Kawamoto, S. Chigusa, An interacting multiple model approach to model-based prognostics systems, man and cybernetics. ,vol. 1, pp. 189- 194 ,(2003) , 10.1109/ICSMC.2003.1243813
Rolf Isermann, Fault-Diagnosis Systems ,(2006)
Mahalanobis-Taguchi System McGraw-Hill Professional. pp. 395- 421 ,(2000) , 10.1002/9780470258354.CH20
H. Ocak, K.A. Loparo, A new bearing fault detection and diagnosis scheme based on hidden Markov modeling of vibration signals international conference on acoustics, speech, and signal processing. ,vol. 5, pp. 3141- 3144 ,(2001) , 10.1109/ICASSP.2001.940324
Y. LI, T.R. KURFESS, S.Y. LIANG, STOCHASTIC PROGNOSTICS FOR ROLLING ELEMENT BEARINGS Mechanical Systems and Signal Processing. ,vol. 14, pp. 747- 762 ,(2000) , 10.1006/MSSP.2000.1301
P.D. McFadden, J.D. Smith, Model for the vibration produced by a single point defect in a rolling element bearing Journal of Sound and Vibration. ,vol. 96, pp. 69- 82 ,(1984) , 10.1016/0022-460X(84)90595-9
Y. Li, S. Billington, C. Zhang, T. Kurfess, S. Danyluk, S. Liang, Adaptive Prognostics for Rolling Element Bearing Condition Mechanical Systems and Signal Processing. ,vol. 13, pp. 103- 113 ,(1999) , 10.1006/MSSP.1998.0183