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A COMPARISON OF THE RETRIEVAL OF ATMOSPHERIC TEMPERATURE PROFILES USING OBSERVATIONS OF THE 60 GHZ AND 118.75 GHZ ABSORPTION LINES 被引量:2
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作者 HE Qiu-rui WANG Zhen-zhan +1 位作者 HE Jie-ying ZHANG Lan-jie 《Journal of Tropical Meteorology》 SCIE 2018年第2期151-162,共12页
The Microwave Temperature Sounder-Ⅱ(MWTS-Ⅱ) and Microwave Humidity and Temperature Sounder(MWHTS) onboard the Fengyun-3 C(FY-3 C) satellite can be used to detect atmospheric temperature profiles. The MWTS-II has 13 ... The Microwave Temperature Sounder-Ⅱ(MWTS-Ⅱ) and Microwave Humidity and Temperature Sounder(MWHTS) onboard the Fengyun-3 C(FY-3 C) satellite can be used to detect atmospheric temperature profiles. The MWTS-II has 13 temperature sounding channels around the 60 GHz oxygen absorption band and the MWHTS has 8 temperature sounding channels around the 118.75 GHz oxygen absorption line. The data quality of the observed brightness temperatures can be evaluated using atmospheric temperature retrievals from the MWTS-Ⅱ and MWHTS observations. Here, the bias characteristics and corrections of the observed brightness temperatures are described. The information contents of observations are calculated, and the retrieved atmospheric temperature profiles are compared using a neural network(NN) retrieval algorithm and a one-dimensional variational inversion(1 D-var) retrieval algorithm. The retrieval results from the NN algorithm show that the accuracy of the MWTS-Ⅱ retrieval is higher than that of the MWHTS retrieval, which is consistent with the results of the radiometric information analysis. The retrieval results from the 1 D-var algorithm show that the accuracy of MWTS-Ⅱ retrieval is similar to that of the MWHTS retrieval at the levels from 850-1,000 h Pa, is lower than that of the MWHTS retrieval at the levels from 650-850 h Pa and 125-300 h Pa, and is higher than that of MWHTS at the other levels. A comparison of the retrieved atmospheric temperature using these satellite observations provides a reference value for assessing the accuracy of atmospheric temperature detection at the 60 GHz oxygen band and 118.75 GHz oxygen line. In addition, based on the comparison of the retrieval results, an optimized combination method is proposed using a branch and bound algorithm for the NN retrieval algorithm, which combines the observations from both the MWTS-Ⅱand MWHTS instruments to retrieve the atmospheric temperature profiles. The results show that the optimal combination can further improve the accuracy of MWTS-Ⅱ retr 展开更多
关键词 Fengyun-3C satellite Microwave Temperature Sounder-II microwave humidity and temperature sounder one-dimensional variational retrieval algorithm neural networks retrieval algorithm
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卫星红外高光谱反演大气水汽含量
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作者 张升兰 刘海磊 +1 位作者 邓小波 闵文彬 《遥感技术与应用》 CSCD 北大核心 2014年第4期575-580,共6页
利用高光谱大气红外探测仪AIRS模拟及观测数据,发展基于主成分分析技术的多层前馈神经网络反演算法,进行大气中水汽柱总量(IWV)的反演计算、模拟及实测验证。首先,基于全球晴空大气廓线训练样本SeeBorV4.0,利用快速辐射传输模式CRTM进... 利用高光谱大气红外探测仪AIRS模拟及观测数据,发展基于主成分分析技术的多层前馈神经网络反演算法,进行大气中水汽柱总量(IWV)的反演计算、模拟及实测验证。首先,基于全球晴空大气廓线训练样本SeeBorV4.0,利用快速辐射传输模式CRTM进行了辐射传输模拟计算,得到全球高光谱分辨率模拟辐亮度;其次,利用主成分分析技术对模式模拟和AIRS实测高光谱数据进行降维、去噪及去相关处理,并采用多层前向神经网络算法反演大气水汽柱总量;最后,利用数值试验、AIRS实测L1B数据及其水汽产品,对反演算法进行了验证。通过与AIRS官方大气产品的统计分析,本算法反演均方根误差为0.387g/cm2,最大偏差为0.82g/cm2,空间分辨率保留了AIRS像素原分辨率(比AIRS官方大气产品高3倍)。 展开更多
关键词 高光谱卫星遥感 大气水汽柱总量 AIRS 神经网络 反演
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利用人工神经网络方法反演大气温度廓线 被引量:16
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作者 张雪慧 官莉 +1 位作者 王振会 韩静 《气象》 CSCD 北大核心 2009年第11期137-142,共6页
高光谱大气红外探测仪AIRS(Atmospheric Infrared Sounder)资料能够显示小尺度的大气温度垂直结构,为数值预报和天气诊断提供了更加准确精细的初始场。目前处理数据主要使用晴空大气业务反演国际MODIS/AIRS处理软件包I MAPP(Internation... 高光谱大气红外探测仪AIRS(Atmospheric Infrared Sounder)资料能够显示小尺度的大气温度垂直结构,为数值预报和天气诊断提供了更加准确精细的初始场。目前处理数据主要使用晴空大气业务反演国际MODIS/AIRS处理软件包I MAPP(International MODIS/AIRS Preprocessing Package)中的特征向量统计回归算法,由于统计法算法简单,反演精度受到较大限制。现提出一种利用人工神经网络的算法来对晴空状况下AIRS模拟辐射值进行大气温度廓线反演的方法,并与特征向量统计法结果相比较。结果表明,神经网络方法与特征向量统计法反演所耗时间相当,减小了反演误差,各高度层温度反演精度均有不同程度的改进,获得了较好的反演结果。 展开更多
关键词 温度反演 AIRS 神经网络 特征向量回归反演法
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