Fault classification based on improved evidence theory and multiple neural network fusion

Jixie Gongcheng Xuebao/Journal of Mechanical Engineering

Volumn 46, Issue 9, 2010, Pages 93-99

  Li, Weihua ^a   Zhang, Shenggang ^a  

^a SOUTH CHINA UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Classification Gears; Evidence theory; Fault diagnosis; Neural network

Indexed keywords

CLASSIFICATION RESULTS; COMBINATION METHOD; CONDITION MONITORING SYSTEMS; CONVERGENCE SPEED; EVIDENCE COMBINATION; EVIDENCE FUSION; EVIDENCE THEORIES; FAULT CLASSIFICATION; FAULT DIAGNOSIS; FAULT FEATURE; GEAR FAULT DIAGNOSIS; IMPROVED METHODS; MULTIPLE NEURAL NETWORKS; NEURAL NETWORK CLASSIFIER; NEURAL NETWORK METHOD;

CLASSIFIERS; CONDITION MONITORING; FAILURE ANALYSIS;

NEURAL NETWORKS;

EID: 77953773248     PISSN: 05776686     EISSN: None     Source Type: Journal    
DOI: 10.3901/JME.2010.09.093     Document Type: Article

References (11)

1. YU Heji, CHEN Changzheng, ZHANG Sheng, et al. Neural network-based intelligent diagnosis [M]. Beijing: Metallurgical Industry Press, 2000.
2. DEMPSTER A P. Upper and low probabilities induced by a multi-valued mapping [J]. Annuals of Mathematical Statistics, 1967, 38 (6): 325-339.
3. SHAFER G A. Mathematical theory of evidence [M]. Princeton: Princeton University Press, 1976.
4. OTMAN B, YUAN X H. Engine fault diagnosis based on multi-sensor information fusion using Dempster-Shafer evidence theory [J]. Information Fusion, 2007, 8 (4): 379-386.
5. KONG Fansen, WANG Yu, YU Junyi. Fuzzy information combination method of chatter symptom early recognition [J]. Chinese Journal of Mechanical Engineering, 2004, 40 (2): 108-111.
6. ZHU Yongsheng, WANG Chengdong, ZHANG Youyun. Study of neural network based on method of weighted balance of evidence and its application to fault diagnosis [J]. Chinese Journal of Mechanical Engineering, 2002, 38 (6): 66-71.
7. GUO Huiyong, ZHANG Ling. Identification of structural multiple damaged locations based on genetic algorithms and Dempster-Shafer fusion theory [J]. Chinese Journal of Mechanical Engineering, 2004, 40 (9): 148-153.
8. YAGER R R. On the Dempster-Shafer framework and new combination rules [J]. Information Sciences, 1987, 41 (2): 93-138.
9. SUN Quan, YE Xiuqing, GU Weikang. A new combination rules of evidence theory [J]. Acta Electronica Sinica, 2000, 28 (8): 117-119.
10. LI Bicheng, WANG Bo, WEI Jun, et al. An efficient combination rule of evidence theory [J]. Journal of Data Acquisition & Processing, 2002, 17 (1): 33-36.
11. FRADA B, CLYDE W H. Handbook on decision support systems [M]. Heidelberg, Berlin: Springer, 2008.