Navigation feature extraction method for rice pickup harvester using support vector machine
文献类型：期刊论文
| 作者 | Bai XP(白晓平) ; Hu JT(胡静涛); Wang Z(王卓); Gao L(高雷); Liu ZX(刘知祥)
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| 刊名 | International Agricultural Engineering Journal
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| 出版日期 | 2017 |
| 卷号 | 26期号:2页码:96-102 |
| 关键词 | rice pickup harvester feature extraction navigation baseline extraction support vector machine |
| ISSN号 | 0858-2114 |
| 产权排序 | 1 |
| 通讯作者 | Hu JT(胡静涛) |
| 中文摘要 | 1n order to solve the navigation feature extraction problem of rice pickup harvester, a navigation feature extraction method based on support vector machine (SVM) was proposed. Firstly, this paper outlined the problem of navigation baseline extraction, and made it clear which region is the navigation feature region needs to extract. Secondly, support vector machine (SVM) was chosen to design the classifier. A lot of sample points were selected from multiple 日l 巳d images to construct the training sample set, and an optimal classifier was obtained by training sample set. Finally, the comparative experiments were carried out. The experimental results showed that, the proposed m巳thod could quickly and accurately extract the navigation feature. The time consumption for single image was about 54.80 ms. Compared with OSTU feature extraction method, the proposed method had the advantages of high accuracy and good robustness. |
| 语种 | 英语 |
| 源URL | [http://ir.sia.cn/handle/173321/21398]  |
| 专题 | 沈阳自动化研究所_数字工厂研究室 |
| 作者单位 | 1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 2.Key Laboratory of Networked Control Systems, Chinese Academy of Sciences, Shenyang 110016, China 3.University of Chinese Academy of Sciences, Beijing 100049, China |
| 推荐引用方式 GB/T 7714 | Bai XP,Hu JT,Wang Z,et al. Navigation feature extraction method for rice pickup harvester using support vector machine[J]. International Agricultural Engineering Journal,2017,26(2):96-102. |
| APA | Bai XP,Hu JT,Wang Z,Gao L,&Liu ZX.(2017).Navigation feature extraction method for rice pickup harvester using support vector machine.International Agricultural Engineering Journal,26(2),96-102. |
| MLA | Bai XP,et al."Navigation feature extraction method for rice pickup harvester using support vector machine".International Agricultural Engineering Journal 26.2(2017):96-102. |
入库方式： OAI收割
来源：沈阳自动化研究所
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