Research on Quality Evaluation of Maize Seed Shape Based on Support Vector Machine

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 装备制造技术研究室

	Research on Quality Evaluation of Maize Seed Shape Based on Support Vector Machine
	Zou YY(邹媛媛); Fang LS(房灵申); Zhang JL(张吉龙)
	2016
会议名称	2nd IEEE International Conference on Computer and Communications (ICCC)
会议日期	October 14-17, 2016
会议地点	Chengdu, PEOPLES R CHINA
关键词	support vector machine quality evaluation maize seed shape kernel function image processing
页码	695-699
通讯作者	Zou YY(邹媛媛)
中文摘要	In order to improve the efficiency of maize breeding, the automatic laser cutting robot is applied to maize breeding for sampling of maize seeds. In the process of laser cutting, the quality evaluation of maize seed shape is an important guarantee to realize the high efficiency and automation of sampling. A method for quality evaluation of maize seed shape based on support vector machine is proposed in this paper. Firstly, the images of maize seed are captured and the feature parameters including long axis length, short axis length, area, perimeter and length width ratio of maize seed are extracted by image processing. Secondly, the support vector machine model was established by using these feature parameters as network inputs. Lastly, quality of maize seed shape was evaluated by using linear kernel function, polynomial kernel function and radial basis kernel function. The results show that the quality of maize seed shape can be effectively evaluated by using SVM model of radial basis kernel function. This method is helpful to realize the automation of laser cutting for chip sampling of maize breeding.
收录类别	CPCI（ISTP）
产权排序	2
会议主办者	IEEE
会议录	2016 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATIONS (ICCC)
会议录出版者	IEEE
会议录出版地	NEW YORK
语种	英语
ISSN号	1095-2055
ISBN号	978-1-4673-9026-2
WOS记录号	WOS:000411576801035
内容类型	会议论文
源URL	[http://ir.sia.cn/handle/173321/21055]
专题	沈阳自动化研究所_装备制造技术研究室
作者单位	1.School of Mechanical Engineering, Shenyang Jianzhu University 2.National-Local Joint Engineering Laboratory of NC Machining Equipment and Technology of High-Grade Stone, Shenyang, China 3.Shenyang Institute of Automation, Chinese Academy of Science, Shenyang, China
推荐引用方式 GB/T 7714	Zou YY,Fang LS,Zhang JL. Research on Quality Evaluation of Maize Seed Shape Based on Support Vector Machine[C]. 见:2nd IEEE International Conference on Computer and Communications (ICCC). Chengdu, PEOPLES R CHINA. October 14-17, 2016.