Application of the fault diagnosis strategy based on hierarchical information fusion in motors fault diagnosis

被引:0
|
作者
Xia Li
Fei Qi
机构
[1] Huazhong University of Science and Technology,Department of Control Science and Engineering
[2] Naval University of Engineering,Department of Electrical Engineering
关键词
neural network; information fusion; dempster-shafer evidence theory; fault diagnosis; motor; TM711; TP277; A; 1671-9433 (2006) 01-0062-07;
D O I
10.1007/s11804-006-0050-7
中图分类号
学科分类号
摘要
This paper has analyzed merits and demerits of both neural network technique and of the information fusion methods based on the D-S (dempster-shafer evidence) Theory as well as their complementarity, proposed the hierarchical information fusion fault diagnosis strategy by combining the neural network technique and the fused decision diagnosis based on D-S Theory, and established a corresponding functional model. Thus, we can not only solve a series of problems caused by rapid growth in size and complexity of neural network structure with diagnosis parameters increasing, but also can provide effective method for basic probability assignment in D-S Theory. The application of the strategy to diagnosing faults of motor bearings has proved that this method is of fairly high accuracy and reliability in fault diagnosis.
引用
收藏
页码:62 / 68
页数:6
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