A new intelligent diagnostic method for machine maintenance | |
Guo QJ(郭前进); Yu HB(于海斌)![]() ![]() | |
2006 | |
会议名称 | 4th International Conference on Machine Learning and Cybernetics |
会议日期 | August 18-21, 2005 |
会议地点 | Guangzhou, China |
页码 | 760-769 |
通讯作者 | 郭前进 |
中文摘要 | 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. |
收录类别 | SCI ; EI ; CPCI(ISTP) |
产权排序 | 1 |
会议主办者 | IEEE Systems, Man & Cybernet TCC, Hong Kong Polytechn Univ, Hebei Univ, S China Univ Technol, Chongqing Univ, Sun Yatsen Univ, Harbin Inst Technol, Int Univ Germany |
会议录 | ADVANCES IN MACHINE LEARNING AND CYBERNETICS
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会议录出版者 | SPRINGER-VERLAG |
会议录出版地 | BERLIN |
语种 | 英语 |
ISSN号 | 0302-9743 |
ISBN号 | 3-540-33584-6 |
WOS记录号 | WOS:000238282100079 |
研究领域[WOS] | Computer Science |
WOS标题词 | Science & Technology ; Technology |
内容类型 | 会议论文 |
源URL | [http://ir.sia.cn/handle/173321/8046] ![]() |
专题 | 沈阳自动化研究所_工业信息学研究室_工业控制系统研究室 |
推荐引用方式 GB/T 7714 | Guo QJ,Yu HB,Xu AD. A new intelligent diagnostic method for machine maintenance[C]. 见:4th International Conference on Machine Learning and Cybernetics. Guangzhou, China. August 18-21, 2005. |
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