Improved RBF Neural Network Algorithm for Reliability Data

被引:0
|
作者
Nan Donglei [1 ]
Jia Zhixin [1 ]
Li Wei [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Mech Engn, Beijing, Peoples R China
关键词
Reliability; Affinity Propagation; K-Means; Radial Basis Function Neural Network; D-Test;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
RBF neural network algorithm refers to a kind of new method promoted according to the fact that failure data volume is small while the distributed model cannot be distinguished. For the problem that non-teaching study in current RBF neural network algorithm should be deter-mined by experts' experience, AP is promoted to improve the current algorithm based on which a new p value is de-signed to make the number of clustering centers in new algorithm determinable for that of original samples. By creating variable groups of data arbitrarily, the BWP and NRMSE value are used for comparing the effects of clustering and extending result repeatedly analyzing new or old algorithms. The failure data of one kind of numerical control machines is analyzed and calculated repeatedly to test the validity of new algorithm in which the identifiable rate of distributed model is promoted, compared with original algorithm.
引用
收藏
页码:1649 / 1655
页数:7
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