Improved fuzzy logic method to distinguish between meteorological and non-meteorological echoes using C-band polarimetric radar data

被引:8
|
作者
Zhang, Shuai [1 ]
Huang, Xingyou [1 ]
Min, Jinzhong [1 ]
Chu, Zhigang [1 ]
Zhuang, Xiaoran [1 ]
Zhang, Hengheng [2 ]
机构
[1] Nanjing Univ Informat Sci & Technol, Key Lab Meteorol Disaster, Minist Educ, Nanjing, Peoples R China
[2] Karlsruhe Inst Technol, Inst Meteorol & Climate Res, Karlsruhe, Germany
基金
中国国家自然科学基金;
关键词
ENSEMBLE KALMAN FILTER; PART II; QUALITY-CONTROL; GROUND CLUTTER; ALGORITHM; IDENTIFICATION; CLASSIFICATION; WSR-88D; REFLECTIVITY; PRINCIPLES;
D O I
10.5194/amt-13-537-2020
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
To obtain better performance of meteorological applications, it is necessary to distinguish radar echoes from meteorological and non-meteorological targets. After a comprehensive analysis of the computational efficiency and radar system characteristics, we propose a fuzzy logic method that is similar to the MetSignal algorithm; the performance of this method is improved significantly in weak-signal regions where polarimetric variables are severely affected by noise. In addition, post-processing is adjusted to prevent anomalous propagation at a far range from being misclassified as meteorological echo. Moreover, an additional fuzzy logic echo classifier is incorporated into post-processing to suppress misclassification in the melting layer. An independent test set is selected to evaluate algorithm performance, and the statistical results show an improvement in the algorithm performance, especially with respect to the classification of meteorological echoes in weak-signal regions.
引用
收藏
页码:537 / 551
页数:15
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