Self-organizing map-based fault dictionary application research on rolling bearing faults

Proceedings - 4th International Conference on Natural Computation, ICNC 2008

Volumn 3, Issue , 2008, Pages 311-315

  Jun, Pi ^a   Jiaquan, Lin ^a   Xiangjiang, Li ^b  

^a CIVIL AVIATION UNIVERSITY OF CHINA   (China)

^b CHANGSHA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ANALYSIS METHODS; APPLICATION RESEARCHES; BEARING FAULTS; FAULT DIAGNOSIS; FAULT DICTIONARIES; PHYSICAL INFORMATIONS; ROLLING BEARINGS; SELF ORGANIZATIONS; SELF-ORGANIZING MAPS; VIBRATION SIGNALS;

BEARINGS (MACHINE PARTS); CONFORMAL MAPPING; PATTERN RECOGNITION; PATTERN RECOGNITION SYSTEMS; ROLLER BEARINGS; ROLLING;

BEARINGS (STRUCTURAL);

EID: 57649132164     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICNC.2008.107     Document Type: Conference Paper

References (8)

1. N.G.Nikolaou and I.A.Antoniadis, "Demodulation of vibration signals generated by defects in rolling element bearings using complex shifted morlet wavelets" ,Mechanical Systems and Signal Processing(2002),16(4),pp. 677-694.
2. B. Samanta and K.R.Al-Balushi, "Artificial neural network based fault diagnostics of rolling element bearings using time-domain features" ,Mechanical Systems and Signal Processing(2003), 17(2),pp. 317-328.
3. R.Rubini and U.meneghetti, "Application of the envelope and wavelet transform analyses for the diagnosis of incipient faults in ball bearings", Mechanical Systems and Signal Processing(2001),15(2),pp, 287-302.
4. Barsi, Arpad, "neural self-organization using graphs" Machine Llearning and Data Ming in Pattern Recognition, Lecture Notes in Computer Science(2003) vol.2374,Springer Verlag,Heidelberg,pp.343-352.
5. Chip-Hong chang,Pengfei Xu,Rui Xiao and Srikanthan T, "New adaptive color quantization method based on self-organizing maps",IEEE Transactions on Neural Networks(2005),Vol.16,no.1,pp.237-249.
6. Kim Y.K. and Ra J.B. "Adaptive learning method in self-organizing map for edge preserving vector quantization",IEEE Transactions on Neural Networks(1995),vol.6,no. 1.pp.278-280.
7. Konhonen,T.,Self-organization and associative memo-ry Springer, Berlin (1984).
8. Kohne,T., "Self-organizing maps". Springer, Berlin (2001).