首页 | 本学科首页   官方微博 | 高级检索  
     检索      

基于主成分回归的温度分布反演研究
引用本文:胡馨月,高明希,任玉,谭见瑶,李伟,金琨,施三支,蔡红星.基于主成分回归的温度分布反演研究[J].光谱学与光谱分析,2012,32(10):2789-2793.
作者姓名:胡馨月  高明希  任玉  谭见瑶  李伟  金琨  施三支  蔡红星
作者单位:1. 长春理工大学理学院,吉林 长春 130022
2. 中国兵器装备研究院,北京 100089
3. 空军航空大学,吉林 长春 130022
摘    要:多谱辐射测温是一种非接触温度测量方法,目前常用的多谱辐射测温只能反演出一个近似温度值,而无法给出实际的温度分布。针对此问题,基于普朗克定律,采用主成分回归算法,以强激光毁伤靶材温度测量为例,在脉冲能量为34.2 J的激光入射条件下,从热辐射谱中反演出近似温度值为2 700 K,拟合相对偏差为0.5%,当温度分布范围为2 600~2 800 K时,拟合相对偏差减小为0.13%,减小了温度反演偏差。首次给出了基于主成分回归方法的温度分布反演,提高了非接触式温度测量的表征精度。

关 键 词:多谱辐射测温  温度分布  热辐射谱  黑体辐射定律  主成分回归  
收稿时间:2012-03-23

Study on Inversion of Temperature Distribution Based on Principal Components Analysis
HU Xin-yue , GAO Ming-xi , REN Yu , TAN Jian-yao , LI Wei , JIN Kun , SHI San-zhi , CAI Hong-xing.Study on Inversion of Temperature Distribution Based on Principal Components Analysis[J].Spectroscopy and Spectral Analysis,2012,32(10):2789-2793.
Authors:HU Xin-yue  GAO Ming-xi  REN Yu  TAN Jian-yao  LI Wei  JIN Kun  SHI San-zhi  CAI Hong-xing
Institution:1. Science School at Changchun University of Science and Technology, Changchun 130022, China2. Research Institute of China Ordnance Equipment, Beijing 100089, China3. PLA Air Force Aviation University, Changchun 130022, China
Abstract:Multispectral radiation thermometry(MRT) is one of the methods for non-contact temperature measurement. The present MRT could invert only one approximate temperature value, and the actual temperature distribution could not be given. In the present article principal component analysis(PCA) was applied to solve the problem based on Planck’s laws. For example, in the laser damage target experiments, input laser pulse energy is 34.2 J, the inversion temperature value is 2 700 K from the thermal radiation spectrum. The fitting relative deviation is 0.5%, and when the temperature distribution is from 2 600 to 2 800 K, the fitting relative deviation is reduced to 0.13%. Temperature distribution inversion was shown based on PCA for the first time, and the measurement accuracy of non-contact temperature was improved.
Keywords:Multispectral radiation thermometry  Temperature distribution  Thermal radiation spectrum  Blackbody radiation law  Principal Components analysis  
本文献已被 CNKI 万方数据 等数据库收录!
点击此处可从《光谱学与光谱分析》浏览原始摘要信息
点击此处可从《光谱学与光谱分析》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号