A new intelligent diagnostic method for machine maintenance
文献类型：期刊论文
| 作者 | Guo, Qianjin; Yu, Haibin; Xu, Aidong |
| 刊名 | Advances in machine learning and cybernetics
 |
| 出版日期 | 2006 |
| 卷号 | 3930页码:760-769 |
| ISSN号 | 0302-9743 |
| 通讯作者 | Guo, qianjin(guoqianjin@sia.cn) |
| 英文摘要 | Fuzzy neural networks display good capacity for self-adaptation and self-learning, and wavelet transformation or analysis reveals time frequency location characteristics and a multi-scale ability. inspired by these advantages, a new intelligent diagnostic method for machine maintenance, wavelet fuzzy neural network (wfnn), is proposed in this paper. this new intelligent diagnostic method uses wavelet basis function as a membership function whose shape can be adjusted on line so that the networks have better learning and adaptive ability. an on-line learning algorithm is applied to automatically construct the wavelet fuzzy neural network. there are no rules initially in the wavelet fuzzy neural network, they are created and adapted as on-line learning proceeds via simultaneous structure and parameter learning. the advantages of this learning algorithm are that it converges quickly and the obtained fuzzy rules are more precise. the results of simulation show that this new intelligent diagnostic method has the advantages of a faster learning rate and higher diagnostic precision. |
| WOS关键词 | WAVELET TRANSFORM ; NETWORKS |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Cybernetics ; Computer Science, Information Systems |
| 语种 | 英语 |
| WOS记录号 | WOS:000238282100079 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2379906 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Guo, Qianjin |
| 作者单位 | 1.Chinese Acad Sci, Shenyang Inst Automat, Shenyang 110006, Liaoning, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
| 推荐引用方式 GB/T 7714 | Guo, Qianjin,Yu, Haibin,Xu, Aidong. A new intelligent diagnostic method for machine maintenance[J]. Advances in machine learning and cybernetics,2006,3930:760-769. |
| APA | Guo, Qianjin,Yu, Haibin,&Xu, Aidong.(2006).A new intelligent diagnostic method for machine maintenance.Advances in machine learning and cybernetics,3930,760-769. |
| MLA | Guo, Qianjin,et al."A new intelligent diagnostic method for machine maintenance".Advances in machine learning and cybernetics 3930(2006):760-769. |
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来源：中国科学院大学
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