Optimization of fixture layouts of glass laser optics using multiple kernel regression

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	Optimization of fixture layouts of glass laser optics using multiple kernel regression
	Su, Jianhua; Cao, Enhua; Qiao, Hong
发表期刊	APPLIED OPTICS
	2014-05-10
卷号	53 期号:14 页码:2988-2997
文章类型	Article
摘要	We aim to build an integrated fixturing model to describe the structural properties and thermal properties of the support frame of glass laser optics. Therefore, (a) a near global optimal set of clamps can be computed to minimize the surface shape error of the glass laser optic based on the proposed model, and (b) a desired surface shape error can be obtained by adjusting the clamping forces under various environmental temperatures based on the model. To construct the model, we develop a new multiple kernel learning method and call it multiple kernel support vector functional regression. The proposed method uses two layer regressions to group and order the data sources by the weights of the kernels and the factors of the layers. Because of that, the influences of the clamps and the temperature can be evaluated by grouping them into different layers. (C) 2014 Optical Society of America
WOS标题词	Science & Technology ; Physical Sciences
关键词[WOS]	SUPPORT VECTOR REGRESSION ; HAPTIC DISPLAY ; MACHINE ; MIRROR ; ALGORITHMS ; DESIGN
收录类别	SCI
语种	英语
WOS研究方向	Optics
WOS类目	Optics
WOS记录号	WOS:000336806200006
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3023
专题	多模态人工智能系统全国重点实验室_机器人理论与应用
作者单位	Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Su, Jianhua,Cao, Enhua,Qiao, Hong. Optimization of fixture layouts of glass laser optics using multiple kernel regression[J]. APPLIED OPTICS,2014,53(14):2988-2997.
APA	Su, Jianhua,Cao, Enhua,&Qiao, Hong.(2014).Optimization of fixture layouts of glass laser optics using multiple kernel regression.APPLIED OPTICS,53(14),2988-2997.
MLA	Su, Jianhua,et al."Optimization of fixture layouts of glass laser optics using multiple kernel regression".APPLIED OPTICS 53.14(2014):2988-2997.

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