An improved wind retrieval algorithm for the HY-2A scatterometer

被引:28
作者
Wang Zhixiong [1 ,2 ]
Zhao Chaofang [1 ]
Zou Juhong [2 ]
Xie Xuetong [3 ]
Zhang Yi [2 ]
Lin Mingsen [2 ]
机构
[1] Ocean Univ China, Ocean Remote Sensing Inst, Qingdao 266100, Peoples R China
[2] State Ocean Adm, Natl Satellite Ocean Applicat Serv, Beijing 100081, Peoples R China
[3] Guangzhou Univ, Guangzhou 510006, Guangdong, Peoples R China
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
HY-2A scatterometer; wind retrieval; maximum-likelihood estimation (MLE); multiple solution scheme (MSS); two-dimensional variational analysis method (2DVAR); typhoon Soulik; FIELDS;
D O I
10.1007/s00343-015-4145-3
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Since January 2012, the National Satellite Ocean Application Service has released operational wind products from the HY-2A scatterometer (HY2-SCAT), using the maximum-likelihood estimation (MLE) method with a median filter. However, the quality of the winds retrieved from HY2-SCAT depends on the sub-satellite cross-track location, and poor azimuth separation in the nadir region causes particularly low-quality wind products in this region. However, an improved scheme, i.e., a multiple solution scheme (MSS) with a two-dimensional variational analysis method (2DVAR), has been proposed by the Royal Netherlands Meteorological Institute to overcome such problems. The present study used the MSS in combination with a 2DVAR technique to retrieve wind data from HY2-SCAT observations. The parameter of the empirical probability function, used to indicate the probability of each ambiguous solution being the "true" wind, was estimated based on HY2-SCAT data, and the 2DVAR method used to remove ambiguity in the wind direction. A comparison between MSS and ECMWF winds showed larger deviations at both low wind speeds (below 4 m/s) and high wind speeds (above 17 m/s), whereas the wind direction exhibited lower bias and good stability, even at high wind speeds greater than 24 m/s. The two HY2-SCAT wind data sets, retrieved by the standard MLE and the MSS procedures were compared with buoy observations. The RMS error of wind speed and direction were 1.3 m/s and 17.4A degrees, and 1.3 m/s and 24.0A degrees for the MSS and MLE wind data, respectively, indicating that MSS wind data had better agreement with the buoy data. Furthermore, the distributions of wind fields for a case study of typhoon Soulik were compared, which showed that MSS winds were spatially more consistent and meteorologically better balanced than MLE winds.
引用
收藏
页码:1201 / 1209
页数:9
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