A self-constructing compensatory fuzzy wavelet network and its applications
文献类型：期刊论文
| 作者 | Yu, HB; Guo, QJ; Xu, AD |
| 刊名 | Fuzzy systems and knowledge discovery, pt 1, proceedings
 |
| 出版日期 | 2005 |
| 卷号 | 3613页码:743-756 |
| ISSN号 | 0302-9743 |
| 通讯作者 | Yu, hb(yhb@sia.cn) |
| 英文摘要 | By utilizing some of the important properties of wavelets like denoising, compression, multiresolution along with the concepts of fuzzy logic and neural network, a new self-constructing fuzzy wavelet neural networks (scfwnn) using compensatory fuzzy operators are proposed for intelligent fault diagnosis. an on-line learning algorithm is applied to automatically construct the scfwnn. there are no rules initially in the scfwnn. 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 proposed scfwnn is much more powerful than either the neural network or the fuzzy system since it can incorporate the advantages of both. the results of simulation show that this scfwnn method has the advantage of faster learning rate and higher diagnosing precision. |
| WOS关键词 | SYSTEMS |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Information Systems |
| 语种 | 英语 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| WOS记录号 | WOS:000232217900093 |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2377811 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Yu, HB |
| 作者单位 | 1.Chinese Acad Sci, Shenyang Inst Automat, Liaoning 110016, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China |
| 推荐引用方式 GB/T 7714 | Yu, HB,Guo, QJ,Xu, AD. A self-constructing compensatory fuzzy wavelet network and its applications[J]. Fuzzy systems and knowledge discovery, pt 1, proceedings,2005,3613:743-756. |
| APA | Yu, HB,Guo, QJ,&Xu, AD.(2005).A self-constructing compensatory fuzzy wavelet network and its applications.Fuzzy systems and knowledge discovery, pt 1, proceedings,3613,743-756. |
| MLA | Yu, HB,et al."A self-constructing compensatory fuzzy wavelet network and its applications".Fuzzy systems and knowledge discovery, pt 1, proceedings 3613(2005):743-756. |
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来源：中国科学院大学
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