| 基于小波包分解与支持向量机的金刚笔钝化识别研究 |
| |
| 引用本文： | 昝涛,王民,费仁元.基于小波包分解与支持向量机的金刚笔钝化识别研究[J].机床与液压,2007,35(6):34-37. |
| |
| 作者姓名： | 昝涛 王民 费仁元 |
| |
| 作者单位： | 北京工业大学北京市先进制造技术重点实验室,北京,100022 |
| |
| 基金项目： | 北京市自然科学基金
,
北京市重点实验室基金 |
| |
| 摘 要： | 金刚笔修整器的钝化导致所修整砂轮廓形恶化,对磨削质量产生严重影响.本文研究了基于声发射的金刚笔钝化识别,利用小波包分解频带能量提取特征量,通过支持向量机(SVM)进行钝化的分类识别.试验结果表明,与常用的人工神经网络相比,该方法在小样本的情况下也具有良好的识别效果,适合于实际应用.
|
| 关 键 词： | 金刚笔钝化 支持向量机 小波包分解 声发射 小波包分解 支持向量机 金刚笔钝化识别 研究 Support Vector Machine Wavelet Packet Decomposition Diamond Identification 应用 识别效果 情况 小样本 方法 工神经网络 结果 试验 分类识别 特征量 能量提取 频带 |
| 文章编号： | 1001-3881（2007）6-034-4 |
| 修稿时间： | 2006-06-26 |
Research of the Identification of Diamond Dresser Blunt Using Wavelet Packet Decomposition and Support Vector Machine |
| |
| ZAN Tao,WANG Min,FEI Renyuan.Research of the Identification of Diamond Dresser Blunt Using Wavelet Packet Decomposition and Support Vector Machine[J].Machine Tool & Hydraulics,2007,35(6):34-37. |
| |
| Authors: | ZAN Tao WANG Min FEI Renyuan |
| |
| Affiliation: | Beijing Key Lab for Advanced Manufacturing Technology, School of Mechanical Engineering, Beijing University of Technology, Beijing 100022, China |
| |
| Abstract: | In grinding process the diamond dresser blunt leads to bad topography of the wheel and has direct affection on the gain of good grinding precision.AE signals were used to identify the diamond blunt.Characteristic quantities were picked up through wavelet packet decomposition and then support vector machine(SVM)was applied to identify the diamond blunt.The result of the experiment shows that compared with traditional ANN methods it has better recognition performance in small sample. |
| |
| Keywords: | Diamond blunt Support vector machine(SVM) Wavelet packet decomposition Acoustic emission(AE) |
| 本文献已被 CNKI 维普 万方数据 等数据库收录！ |
