Cloud phase discrimination technology based on spaceborne millimeter wave radar and lidar data

被引:0
作者
Yan Wei [1 ]
Ren Jian-Qi [1 ]
Lu Wen [1 ]
Wu Xian [1 ]
机构
[1] PLA Univ Sci & Technol, Inst Meteorol, Nanjing 211101, Peoples R China
关键词
millimeter wave radar; lidar; support vector machine (SVM); cloud phase discrimination;
D O I
暂无
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
According to cloud phase discrimination theory of spaceborne polarization lidar, and use of the method of temperature threshold for spaceborne millimeter wave radar for reference, a cloud phase discrimination algorithm using CloudSat and CALIPSO Satellite data based on support vector machines (SVM) method was established. The training and testing data of samples used for establishing SVM model were mainly derived from CloudSat 2B-GEOPROF-LIDAR, CALIPSO level 2 1km cloud layer, and ECMWF auxiliary temperature data products. The discrimination result was compared with CloudSat cloud phase product retrieved by temperature threshold method, CALIPSO cloud phase product and other relevant data. The research results show that this cloud phase discrimination technique, e. g. SVM method with combined data of radar and lidar detection, has a superior accuracy and can provide better vertical distribution information of cloud phase.
引用
收藏
页码:68 / 73
页数:6
相关论文
共 15 条
[1]   Discriminating clear sky from clouds with MODIS [J].
Ackerman, SA ;
Strabala, KI ;
Menzel, WP ;
Frey, RA ;
Moeller, CC ;
Gumley, LE .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1998, 103 (D24) :32141-32157
[2]   A tutorial on Support Vector Machines for pattern recognition [J].
Burges, CJC .
DATA MINING AND KNOWLEDGE DISCOVERY, 1998, 2 (02) :121-167
[3]   The depolarization - attenuated backscatter relation: CALIPSO lidar measurements vs. theory [J].
Hu, Yongxiang ;
Vaughan, Mark ;
Liu, Zhaoyan ;
Lin, Bing ;
Yang, Ping ;
Flittner, David ;
Hunt, Bill ;
Kuehn, Ralph ;
Huang, Jianping ;
Wu, Dong ;
Rodier, Sharon ;
Powell, Kathy ;
Trepte, Charles ;
Winker, David .
OPTICS EXPRESS, 2007, 15 (09) :5327-5332
[4]   Depolarization ratio-effective lidar ratio relation: Theoretical basis for space lidar cloud phase discrimination [J].
Hu, Yongxiang .
GEOPHYSICAL RESEARCH LETTERS, 2007, 34 (11)
[5]   CALIPSO/CALIOP Cloud Phase Discrimination Algorithm [J].
Hu, Yongxiang ;
Winker, David ;
Vaughan, Mark ;
Lin, Bing ;
Omar, Ali ;
Trepte, Charles ;
Flittner, David ;
Yang, Ping ;
Nasiri, Shaima L. ;
Baum, Bryan ;
Sun, Wenbo ;
Liu, Zhaoyan ;
Wang, Zhien ;
Young, Stuart ;
Stamnes, Knut ;
Huang, Jianping ;
Kuehn, Ralph ;
Holz, Robert .
JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2009, 26 (11) :2293-2309
[6]  
LIOU KN, 1974, J ATMOS SCI, V31, P522, DOI 10.1175/1520-0469(1974)031<0522:OTRPOC>2.0.CO
[7]  
2
[8]  
PRUPPACHER HR, 1995, J ATMOS SCI, V52, P1924, DOI 10.1175/1520-0469(1995)052<1924:ANLAHI>2.0.CO
[9]  
2
[10]  
Schotland R.M., 1971, J APPL METEOROL, V10, P1011, DOI 10.1175/1520-0450(1971)010andlt