OPT OpenIR  > 先进光学仪器研究室
A denoising method based on CNN for the measurement of far-field focal spot of high power laser using Schlieren method
Li, Gang; Wang, Zhengzhou; Wang, Li; Tan, Meng; Wang, Wei; Yi, Dongchi; Wei, Jitong
2020
会议名称Applied Optics and Photonics China (AOPC) Conference - Optical Sensing and Imaging Technology
会议录名称AOPC 2020: OPTICAL SENSING AND IMAGING TECHNOLOGY
卷号11567
会议日期2020-08-25
会议地点Xiamen, PEOPLES R CHINA
出版者SPIE-INT SOC OPTICAL ENGINEERING
产权排序1
摘要

Schlieren method is an effective method to measure the high dynamic range far-field focal spot of high power laser at present, it has been used in the comprehensive diagnosis system of the host facility of the national large scientific device. However, the background subtraction algorithm is used for denosing process of the main lobe and side lobe images in the experiment, which could not effectively remove the noise under the condition of strong radiation. In order to improve the reconstruction accuracy and reliability of far-field focal spot measurement based on schlieren method, there are two aspects have been proposed and optimized in this paper as follows, the mathematical model for the measurement of high dynamic range far-field focal spot is constructed, the noise of images captured by detected CCD is removed effectively. Firstly, the mathematical model of laser focal spot measurement is constructed, which provided a theoretical basis for the measurement of far-field focal spot based on schlieren method. Secondly, the denoising algorithm based on Convolutional Neural Network (DnCNN) is introduced into the denoising of main lobe and side lobe CCD image, which can effectively remove the noise of different levels (0-75db) of main lobe and side lobe CCD image.The experimental results show that the noise signal of main lobe and side lobe images are removed by using DnCNN algorithm, and the best reconstructed image of far-field focal spot of high power laser is obtained when the influencers of amplified noise of main lobe image is reduced greatly. After the above optimization and improvement, it will meet the requirements for accuracy and efficiency of the measurement of high dynamic range far-field focal spot.

关键词Measurement of far-field focal spot Schlieren method DnCNN Denoising method
作者部门先进光学仪器研究室
DOI10.1117/12.2579390
收录类别CPCI
ISBN号978-1-5106-3956-0
语种英语
ISSN号0277-786X;1996-759X
WOS记录号WOS:000651815600053
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/94776
专题先进光学仪器研究室
通讯作者Wang, Zhengzhou
作者单位Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Li, Gang,Wang, Zhengzhou,Wang, Li,et al. A denoising method based on CNN for the measurement of far-field focal spot of high power laser using Schlieren method[C]:SPIE-INT SOC OPTICAL ENGINEERING,2020.
条目包含的文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
A denoising method b(1037KB)会议论文 限制开放CC BY-NC-SA请求全文
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Li, Gang]的文章
[Wang, Zhengzhou]的文章
[Wang, Li]的文章
百度学术
百度学术中相似的文章
[Li, Gang]的文章
[Wang, Zhengzhou]的文章
[Wang, Li]的文章
必应学术
必应学术中相似的文章
[Li, Gang]的文章
[Wang, Zhengzhou]的文章
[Wang, Li]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。