首页|基于一维变分法的微波辐射计反演边界层温湿廓线

基于一维变分法的微波辐射计反演边界层温湿廓线

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地基微波辐射计能够克服星载遥感对低层大气不敏感的缺点,在边界层大气探测方面更具优势.一维变分反演算法考虑了辐射传输过程等物理机制,在应用于微波辐射计的反演时具有很高的可信度.针对微波辐射计信息含量较低以及一维变分算法收敛率不高等问题,提出利用地面气象要素改进算法在近地面层的反演精度和引入正则化算子提升算法的收敛特性.利用探空数据对上述改进方法的提升效果进行验证,结果表明:地面气象要素的引入使得反演算法在地表温湿度的均方根误差分别降低了 78.2%和55.5%,对于上层大气温湿廓线也有小幅提升;正则化算子对算法的反演时间和反演精度影响很小,但是可以显著地减少未收敛样本个数和提升反演廓线的质量.
Retrieval of planetary boundary layer structure from a ground-based microwave radiometer based on the one dimensional variational method
Benefiting from their sensitivity to the lower atmosphere,ground-based microwave radiometers are well-established instruments for detecting atmospheric temperature and humidity profiles in the planetary boundary layer.The one-dimensional variational method utilizes the radiative transfer simulation and exhibits high retrieval reliability when applied to ground-based microwave radiometers.For solving the problems of low information content in ground-based microwave radiometers and the low convergence rate of one-dimensional variational method,surface meteorological observations and regularization parameters were introduced to improve the retrieval accuracy in the near-surface layer and the convergence rate.The performances of the methods mentioned above were evaluated using radiosonde observations.The results show that the root-mean-square errors of the temperature and humidity profiles at the surface are reduced by 78.2%and 55.5%,respectively,with the introduction of surface meteorological observations,and the upper atmosphere temperature and humidity profiles also improve slightly.The regularization parameter has little effect on the retrieval time and accuracy of the algorithm,but it can significantly reduce the number of non-converged profiles and improve the quality of the retrieved profiles.

One dimensional variationalTemperature and water vapor profilesGround-based microwave radiometerRegularization parameter

黄威、李宛桐、胡帅、脱宇峰、鱼艇、倪祥龙

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中国人民解放军63898部队,河南济源 459000

天津气象雷达研究试验中心,天津 300061

中国人民解放军国防科技大学气象海洋学院,长沙 410073

中国人民解放军63891部队,河南洛阳 471000

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一维变分 温湿廓线 微波辐射计 正则化算子

国家自然科学基金国家自然科学基金中国气象局创新发展专项

6210536742175154CXFZ2024J057

2024

地球物理学报
中国地球物理学会 中国科学院地质与地球物理研究所

地球物理学报

CSTPCD北大核心
影响因子:3.703
ISSN:0001-5733
年,卷(期):2024.67(5)
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