NEURAL NETWORK FOR THE SATELLITE RETRIEVAL OF PRECIPITABLE WATER VAPOR OVER LAND

被引:2
|
作者
Mattioli, Vinia [1 ]
Bonafoni, Stefania [1 ]
Basili, Patrizia [1 ]
Carlesimo, G. [2 ]
Ciotti, Piero [2 ]
Pulvirenti, L. [3 ]
Pierdicca, N. [3 ]
机构
[1] Univ Perugia, Elect & Informat Engn Dept, I-06100 Perugia, Italy
[2] Univ Laquila, Elect & Informat Engn Dept, Laquila, Italy
[3] Univ Roma La Sapienza, Dept Elect Engn, Rome, Italy
关键词
Precipitable water vapor; microwave radiometer; neural network; SURFACE; SSM/I; EMISSIVITY;
D O I
10.1109/IGARSS.2010.5650528
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A multilayer neural network has been developed to retrieve IPWV over land from brightness temperatures measured by the Advanced Microwave Scanning Radiometer - Earth Observing System (AMSR-E) on board the Aqua satellite. Our study was optimized over two areas in Northern and Central Italy. Good agreements on the order of 0.24 cm and 0.33 cm rms, respectively, were found between neural network retrievals and ECMWF IPWV data for clear-sky. In the presence of clouds, an rms of the order of 0.38 cm was found for both areas.
引用
收藏
页码:2960 / 2963
页数:4
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