A hybrid PSO-GD based intelligent method for machine diagnosis
文献类型：期刊论文
| 作者 | Guo QJ(郭前进); Yu HB(于海斌) ; Xu AD(徐皑冬)
|
| 刊名 | Digital Signal Processing
 |
| 出版日期 | 2006 |
| 卷号 | 16期号:4页码:402-418 |
| 关键词 | Wavelet neural network Particle swarm optimization Gradient descent algorithm Machine diagnosis |
| ISSN号 | 1051-2004 |
| 产权排序 | 1 |
| 通讯作者 | 于海斌 |
| 中文摘要 | This paper presents an intelligent methodology for diagnosing incipient faults in rotating machinery. In this fault diagnosis system, wavelet neural network techniques are used in combination with a new evolutionary learning algorithm. This new evolutionary learning algorithm is based on a hybrid of the constriction factor approach for particle swarm optimization (PSO) technique and the gradient descent (GD) technique, and is thus called HGDPSO. The HGDPSO is developed in such a way that a constriction factor approach for particle swarm optimization (CFA for PSO) is applied as a based level search, which can give a good direction to the optimal global region, and a local search gradient descent (GD) algorithm is used as a fine tuning to determine the optimal solution at the final. The effectiveness of the HGDPSO based WNN is demonstrated through the classification of the fault signals in rotating machinery. The simulated results show its feasibility and validity. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Electrical & Electronic |
| 研究领域[WOS] | Engineering |
| 关键词[WOS] | PARTICLE SWARM OPTIMIZATION ; NEURAL NETWORKS ; WAVELET ; POWER |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000239395300007 |
| 公开日期 | 2012-05-29 |
| 源URL | [http://ir.sia.cn/handle/173321/6896]  |
| 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 hybrid PSO-GD based intelligent method for machine diagnosis[J]. Digital Signal Processing,2006,16(4):402-418. |
| APA | Guo QJ,Yu HB,&Xu AD.(2006).A hybrid PSO-GD based intelligent method for machine diagnosis.Digital Signal Processing,16(4),402-418. |
| MLA | Guo QJ,et al."A hybrid PSO-GD based intelligent method for machine diagnosis".Digital Signal Processing 16.4(2006):402-418. |
入库方式： OAI收割
来源：沈阳自动化研究所
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