Prediction method for surface finishing of spiral bevel gear tooth based on least square support vector machine
文献类型：期刊论文
| 作者 | Ma Ning3; Xu Wenji3; Wang Xuyue3; Wei Zefei3; Pang Guibing1 |
| 刊名 | JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY
 |
| 出版日期 | 2011 |
| 卷号 | 18期号:3页码:685-689 |
| 关键词 | pulse electrochemical finishing (PECF) surface roughness least squares support vector machine (LSSVM) prediction |
| ISSN号 | 1005-9784 |
| 其他题名 | Prediction method for surface finishing of spiral bevel gear tooth based on least square support vector machine |
| 英文摘要 | The predictive model of surface roughness of the spiral bevel gear (SBG) tooth based on the least square support vector machine (LSSVM) was proposed. A nonlinear LSSVM model with radial basis function (RBF) kernel was presented and then the experimental setup of PECF system was established. The Taguchi method was introduced to assess the effect of finishing parameters on the gear tooth surface roughness, and the training data was also obtained through experiments. The comparison between the predicted values and the experimental values under the same conditions was carried out. The results show that the predicted values are found to be approximately consistent with the experimental values. The mean absolute percent error (MAPE) is 2.43% for the surface roughness and 2.61% for the applied voltage. |
| 资助项目 | [National Natural Science Foundation of China] ; [Liaoning Science and Technology Foundation, China] |
| 语种 | 英语 |
| CSCD记录号 | CSCD:4222038 |
| 源URL | [http://ir.imr.ac.cn/handle/321006/155770]  |
| 专题 | 金属研究所_中国科学院金属研究所 |
| 作者单位 | 1.Dalian Polytech University, Sch Mech Engn & Automat, Dalian 116034, Peoples R China 2.中国科学院金属研究所 3.大连大学 |
| 推荐引用方式 GB/T 7714 | Ma Ning,Xu Wenji,Wang Xuyue,et al. Prediction method for surface finishing of spiral bevel gear tooth based on least square support vector machine[J]. JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY,2011,18(3):685-689. |
| APA | Ma Ning,Xu Wenji,Wang Xuyue,Wei Zefei,&Pang Guibing.(2011).Prediction method for surface finishing of spiral bevel gear tooth based on least square support vector machine.JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY,18(3),685-689. |
| MLA | Ma Ning,et al."Prediction method for surface finishing of spiral bevel gear tooth based on least square support vector machine".JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY 18.3(2011):685-689. |
入库方式： OAI收割
来源：金属研究所
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