Threat assessment of support vector machine optimized by Krill Herd algorithm

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所 > 中科院长春光机所知识产出

	Threat assessment of support vector machine optimized by Krill Herd algorithm
	Huang, X.; L.-H. Guo; J. Li and Y. Yu
刊名	Guangxue Jingmi Gongcheng/Optics and Precision Engineering
	2016
卷号	24 期号:6
英文摘要	In order to improve exact recognition ratios for aerial targets, this paper presents a novel algorithm for target recognition based on interval-valued intuitionistic fuzzy sets with grey correlation. Drawbacks of some previously proposed methods are analyzed, and then a novel algorithm is presented. Recognition matrix of an aerial target is established first. Every entry associated with the matrix is an interval-valued intuitionistic fuzzy number, which is composed of interval-valued membership and nonmembership, representing the relation of the target to one category in terms of one characteristic parameter. Then grey correlation theory is used to analyze the recognition matrix to obtain the grey correlation degree of this unknown target to every category. 200 sets of target recognition data are used to compare the proposed algorithm with traditional methods. Experimental results verify that the correct recognition ratio can be up to 99.5% that satisfies the expectations, which shows the proposed algorithm can solve the target recognition problems better. The proposed algorithm can be used to solve the uncertain inference problems, such as target recognition, threat assessment, and decision making.
收录类别	EI
语种	中文
内容类型	期刊论文
源URL	[http://ir.ciomp.ac.cn/handle/181722/56973]
专题	长春光学精密机械与物理研究所_中科院长春光机所知识产出
推荐引用方式 GB/T 7714	Huang, X.,L.-H. Guo,J. Li and Y. Yu. Threat assessment of support vector machine optimized by Krill Herd algorithm[J]. Guangxue Jingmi Gongcheng/Optics and Precision Engineering,2016,24(6).
APA	Huang, X.,L.-H. Guo,&J. Li and Y. Yu.(2016).Threat assessment of support vector machine optimized by Krill Herd algorithm.Guangxue Jingmi Gongcheng/Optics and Precision Engineering,24(6).
MLA	Huang, X.,et al."Threat assessment of support vector machine optimized by Krill Herd algorithm".Guangxue Jingmi Gongcheng/Optics and Precision Engineering 24.6(2016).