NSSC OpenIR  > 微波遥感部
Alternative TitleHumidity retrieval in mid-latitude and tropical regions using FY-3 MWHS
何杰颖; 张升伟; peggy.hejieying@163.com; zhangshengwei@mirslab.cn
Source Publication遥感学报
Keyword风云三号 微波湿度计 湿度廓线 神经网络 反演均方根
Other AbstractA new microwave humidity sounder (MWHS) developed and built by CSSAR was deployed in China in May, 2008. The sounder is part of a suit of instruments onboard FY-3 satellite, which measures brightness temperatures from 3 double-sideband channels centered at (183.311)GHz, (183.31 3)GHz and (183.317)GHz. Atmospheric emission in these regions is primarily due to water vapor and influences of liquid water. Measurements were compared with simulations obtained using forward radiative transfer equation. The comparison of brightness temperatures showed that the measurements agreed well with model simulations. Humidity profiles were retrieved using back propagation neural network (BP-NN) algorithm and other methods. The results show that humidity profiles derived using back propagation algorithm best agreed with the profiles from radiosonde datasets. Second, compared to the humidity retrievals by AMSU-B retrieval model, root-mean-square (RMS) of relative humidity was comparable with those of AMSU-B in a range of 15% to 25%, and RMS of water vapor density was smaller than 1 g/m 3. Therefore, it can be used for retrieving atmospheric humidity profiles for operational applications. Meanwhile, the paper firstly uses Mexican hat wavelet function into BP-NN, and the results show that it is comparable with BP-NN. Most importantly, Mexican hat wavelet function can reach convergence quickly and avoid of easily getting stuck in local minima.
Indexed ByCSCD
Funding Project中国科学院空间科学与应用研究中心
Citation statistics
Cited Times:5[CSCD]   [CSCD Record]
Document Type期刊论文
Corresponding Authorpeggy.hejieying@163.com; zhangshengwei@mirslab.cn
Recommended Citation
GB/T 7714
何杰颖,张升伟,peggy.hejieying@163.com,等. FY-3A星MWHS反演中纬度和热带大气水汽[J]. 遥感学报,2012,16(3):562-578.
APA 何杰颖,张升伟,peggy.hejieying@163.com,&zhangshengwei@mirslab.cn.(2012).FY-3A星MWHS反演中纬度和热带大气水汽.遥感学报,16(3),562-578.
MLA 何杰颖,et al."FY-3A星MWHS反演中纬度和热带大气水汽".遥感学报 16.3(2012):562-578.
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