基于主成分累计影响系数法的高光谱大气红外探测器的通道选择试验
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1.南京信息工程大学 数理学院,江苏 南京 210044;2.国家气象中心,北京 100081;3.天津市气象科学研究所,天津 300074


Experiment on hyperspectral atmospheric infrared sounder channel selection based on the cumulative effect coefficient of principal component
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1.School of Math & Physics,NUIST,Nanjing 210044,China;2.National Meteorological Center of China,Beijing 100081,China;3.Tianjin lnstitute of Meteorology,Tianjin 300074,China

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    摘要:

    由于高光谱大气红外探测器(AIRS)有2 378个通道,如何从众多的通道中提取主要的有用信息。针对这点,文中提出了基于主成分累计影响系数的通道选择方法。首先,进行通道的预处理。然后,考虑白天的通道组合,分别对温度和湿度雅可比矩阵进行主成分分析,得到每个通道对主成分的累计影响系数,根据累计影响系数的大小,进行通道排序。最后,考虑夜晚的通道组合,加入受太阳光影响的通道。最终得到白天和夜晚的入选通道子集。进行温度和湿度廓线反演的实验表明,该方法用于通道选择是可行的。

    Abstract:

    Since the hyperspectral atmospheric infrared sounder (AIRS) has 2 378 channels,it is essential to select the main useful information from all those channels.The paper proposes a method of channel selection based on the cumulative effect coefficient of principal component.Firstly,it was the preprocessing of the channels.Then,for the channels combination during the daytime,the principal component analysis of temperature and humiditys Jacobi was made respectively to get the cumulative effect coefficient of each channel on the principal component.Finally,for the channels combination during the nighttime,the channels affected by sunlight were added in.Thus,the subset of selected channels both during the daytime and nighttime was obtained.It is shown that the method is feasible according to the profile retrieval experiments of temperature and humidity.

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张建伟,王根,张华,黄静,陈靖,吴玲玲,2011.基于主成分累计影响系数法的高光谱大气红外探测器的通道选择试验[J].大气科学学报,34(1):36-42. ZHANG Jianwei, WANG Gen, ZHANG Hua, HUANG Jing, CHEN Jing, WU Lingling,2011. Experiment on hyperspectral atmospheric infrared sounder channel selection based on the cumulative effect coefficient of principal component[J]. Trans Atmos Sci,34(1):36-42.

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  • 收稿日期:2010-08-23
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