The improved calibration method and retrieval models using advanced ground-based multi-frequency microwave sounder
文献类型:期刊论文
作者 | Jieying He ; Shengwei Zhang |
刊名 | Remote Sensing Science
![]() |
出版日期 | 2013 |
卷号 | 1期号:3页码:27-40 |
关键词 | calibration Artificial Neural Network integrated water vapor liquid water path Root Mean Square |
ISSN号 | 2329-8138 |
通讯作者 | 北京8701信箱 |
中文摘要 | The paper presents an improved ground-based atmospheric microwave sounder with multi-frequency channels. Compared to international used atmospheric microwave sounder, the merits of the instrument is described. To derive more accurate brightness temperature from microwave sounder observation, the paper presents 4 calibration processes in different process to perfect the calibration, including LN2 calibration, tipping curve calibration, nonlinear correction and quasi real time calibration. Since the close relationship between cloud and integrated water vapor and liquid water content, the paper describes several cloud-judgment models, and presents an improved cloud modal considering all the characteristics of all cloud models. Furthermore, the objective of this study is to test ANN (Artificial Neural Network) methodology for the problems of integrated water vapor and liquid water path derivation, using the improved ground-based atmospheric microwave sounder brightness temperatures and surface information such as temperature, humidity, pressure and so on. Compared to the commonly used method linear regression, this paper built a better retrieval model using ANN theory which can be high nonlinear and provide a tool to fit function to data. The present model gave an average RMS(Root Mean Square)error of integrated water vapor and liquid water content are less than 0.05cm and 0.5mm dependent on the actual atmospheric situation. |
学科主题 | 微波遥感 |
语种 | 英语 |
源URL | [http://ir.cssar.ac.cn/handle/122/2063] ![]() |
专题 | 国家空间科学中心_微波遥感部 |
推荐引用方式 GB/T 7714 | Jieying He,Shengwei Zhang. The improved calibration method and retrieval models using advanced ground-based multi-frequency microwave sounder[J]. Remote Sensing Science,2013,1(3):27-40. |
APA | Jieying He,&Shengwei Zhang.(2013).The improved calibration method and retrieval models using advanced ground-based multi-frequency microwave sounder.Remote Sensing Science,1(3),27-40. |
MLA | Jieying He,et al."The improved calibration method and retrieval models using advanced ground-based multi-frequency microwave sounder".Remote Sensing Science 1.3(2013):27-40. |
入库方式: OAI收割
来源:国家空间科学中心
浏览0
下载0
收藏0
其他版本
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。