| A technique to identify some typical radio frequency interference using support vector machine | |
| Wang, Yuanchao; Li, Mingtao; Li, Dawei; Zheng, Jianhua; Li, MT (reprint author), Chinese Acad Sci, Natl Space Sci Ctr, 1 Nanertiao, Beijing 100190, Peoples R China.; Li, MT (reprint author), Univ Chinese Acad Sci, 19 A Yuquan Rd, Beijing 10004, Peoples R China. | |
| 作者部门 | 空间技术部 |
| 会议录名称 | NINTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2017) |
| 2017 | |
| 语种 | 英语 |
| ISSN号 | 0277-786X |
| ISBN号 | 978-1-5106-1305-8; 978-1-5106-1304-1 |
| 摘要 | In this paper, we present a technique to automatically identify some typical radio frequency interference from pulsar surveys using support vector machine. The technique has been tested by candidates. In these experiments, to get features of SVM, we use principal component analysis for mosaic plots and its classification accuracy is 96.9%; while we use mathematical morphology operation for smog plots and horizontal stripes plots and its classification accuracy is 86%. The technique is simple, high accurate and useful. |
| 会议名称 | 9th International Conference on Digital Image Processing (ICDIP) |
| 会议日期 | MAY 19-22, 2017 |
| 会议地点 | Hong Kong, PEOPLES R CHINA |
| 收录类别 | EI ; CPCI |
| 文献类型 | 会议论文 |
| 条目标识符 | http://ir.nssc.ac.cn/handle/122/6044 |
| 专题 | 空间技术部 |
| 通讯作者 | Li, MT (reprint author), Chinese Acad Sci, Natl Space Sci Ctr, 1 Nanertiao, Beijing 100190, Peoples R China.; Li, MT (reprint author), Univ Chinese Acad Sci, 19 A Yuquan Rd, Beijing 10004, Peoples R China. |
| 推荐引用方式 GB/T 7714 | Wang, Yuanchao,Li, Mingtao,Li, Dawei,et al. A technique to identify some typical radio frequency interference using support vector machine[C],2017. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| 2017104200B.pdf（730KB） | 会议论文 | 开放获取 | CC BY-NC-SA | 请求全文 | ||
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