Accurate diagnosis of rolling bearing based on wavelet packet and genetic-support vector machine

2010 International Conference on Mechanic Automation and Control Engineering, MACE2010

Volumn , Issue , 2010, Pages 5589-5591

  Xu, Yunjie ^a   Xiu, Shudong ^a  

^a ZHEJIANG A F UNIVERSITY   (China)

Author keywords

Bearing; Fault diagnosis; Genetic support vector machine; Wavelet packet

Indexed keywords

BEARING; EIGENVECTORS; FAULT DIAGNOSIS; FREQUENCY DOMAINS; RADIAL BASIS FUNCTIONS; ROLLING BEARINGS; TEST RESULTS; WAVELET PACKET; WAVELET PACKET ANALYSIS;

BALL BEARINGS; BEARINGS (MACHINE PARTS); FREQUENCY DOMAIN ANALYSIS; MECHANICS; RADIAL BASIS FUNCTION NETWORKS; VECTORS;

SUPPORT VECTOR MACHINES;

EID: 77956091641     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MACE.2010.5535701     Document Type: Conference Paper

References (7)

1. Pentersen J C, "Asphalt oxidation-an overview including a new model for oxidation proposing that physicochemical factors dominate the oxidation kinetics", Fuel Sci. and Techno1, vol.11, pp. 57-87, January 1993.
2. Yong Zhang, Xiao-Dan Liu, Fu-Ding Xie, Ke-Qiu Li, "Fault classifier of rotating machinery based on weighted support vector data description", Expert Systems with Applications,vol.36, pp. 7928-7932, April 2009(In Chinese).
3. Ignacio Yélamos, Gerard Escudero, Moisès Graells, Luis Puigjaner "Performance assessment of a novel fault diagnosis system based on support vector machines", Computers & Chemical Engineering, Expert Systems with Applications, vol.33, pp. 244-255, January 2009.
4. Sami Ekici, "Classification of power system disturbances using support vector machines", Expert Systems with Applications, vol.36, pp. 9859-9868, June 2009.
5. Guo Tian-lin, "Study of testing milling grind based on artificial neural networks", Mechanical research & application, vol.20, pp. 53-55 ,June 2007(In Chinese).
6. Cen Xing-hui, Xiong Xiao-yan,"Fault diagnosis of ball bearing based on wavelet and radial bas is function neural networks", Mechanical engineering & automation, 2006, vol.134,no.1,pp. 13-15(In Chinese).
7. Wang Guo-feng, Wang Zi-liang, "Accurate diagnosis of rolling bearing based on wavelet packet and RBF neural networks", Journal of university of science and technology beijing, vol.26, pp. 184-187, February 2004 (In Chinese).