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Structure optimization of carbon fiber reflective mirror by response surface
Song, Yang1; Xu, Liang1; Ma, Zhen1; DIng, Jiaoteng1,2
2019
会议名称Applied Optics and Photonics China 2019: Space Optics, Telescopes, and Instrumentation, AOPC 2019
会议录名称AOPC 2019: Space Optics, Telescopes, and Instrumentation
卷号11341
会议日期2019-07-07
会议地点Beijing, China
出版者SPIE
产权排序1
摘要

Space telescope is widely used nowadays. Reflective mirror is an important part of the space telescope. Many engineers are trying their best to make the reflective mirror lighter and lighter. Carbon fiber composite material is universally used in the field of aerospace. But there is little engineering experience about making a reflective mirror from carbon fiber. This paper will make a structure optimization about reflective mirror which is made of carbon fiber. Traditional way of structure optimization will call numerical simulation software for many times before finding the best solution. This paper uses a black box model to take the place of simulation software to do the optimization. The black box in this paper is response surface. To some extent, it is a simple type of machine learning. The response surface learns some key information and characteristics from the model which is made by simulation software. Then, the black box, response surface, can work like simulation software. The paper makes a structure optimization based on a certain kind of carbon fiber reflective mirror by the response surface. The diameter of reflective mirror which needs to be optimized in the paper is 150mm. The optimization variables are the thickness of carbon fiber plate and the position of supports. The purpose of the optimization is that the reflective mirror has small value of PV, proper fundamental frequency, small value of stress. The paper finds the best structure design at last by the method stated above. This kind of method can be used to make optimization about other similar optical structure. © 2019 SPIE.

关键词carbon fiber reflective mirror structure optimization machine learning response surface
作者部门先进光学元件试制中心
DOI10.1117/12.2539274
收录类别EI ; CPCI
ISBN号9781510634541
语种英语
ISSN号0277786X;1996756X
WOS记录号WOS:000525828600005
EI入藏号20200408063320
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/93218
专题先进光学元件试制中心
作者单位1.Xi'An Institute of Optics and Precision Mechanics of Chinese Academy of Sciences, Xi'an; 710119, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China
推荐引用方式
GB/T 7714
Song, Yang,Xu, Liang,Ma, Zhen,et al. Structure optimization of carbon fiber reflective mirror by response surface[C]:SPIE,2019.
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