Statistics-based Optimization of the Polarimetric Radar Hydrometeor Classification Algorithm and Its Application for a Squall Line in South China

• Published in: Advances in atmospheric sciences 2018-03, Vol.35 (3), p.296-316
• Main Authors: Wu, Chong, Liu, Liping, Wei, Ming, Xi, Baozhu, Yu, Minghui
• Format: Article
• Language: English
• Subjects: Algorithms; Atmospheric Sciences; Calibration; Classification; Computation; Correlation coefficient; Correlation coefficients; Earth and Environmental Science; Earth Sciences; Evolution; Geophysics/Geodesy; Hail; Hydrometeors; Life cycle; Life cycle engineering; Life cycles; Mathematical models; Meteorology; Optimization; Original Paper; Polarimetric radar; Polarimetry; Procedures; Program verification (computers); Radar; Radar measurement; Radar polarimetry; Rain; Signal to noise ratio; Squalls; Statistical analysis; Statistical methods; Statistics; Weather forecasting; 分类算法; 统计分析; 雷达; 偏振; 测定; 华南; 优化; 表面观察
• ISSN: 0256-1530; 1861-9533
• DOI: 10.1007/s00376-017-6241-0

A modified hydrometeor classification algorithm （HCA） is developed in this study for Chinese polarimetric radars. This algorithm is based on the U.S. operational HCA. Meanwhile, the methodology of statistics-based optimization is proposed including calibration checking, datasets selection, membership functions modification, computation thresholds modification, and effect verification. Zhuhai radar, the first operational polarimetric radar in South China, applies these procedures. The systematic bias of calibration is corrected, the reliability of radar measurements deteriorates when the signal-to-noise ratio is low, and correlation coefficient within the melting layer is usually lower than that of the U.S. WSR-88D radar. Through modification based on statistical analysis of polarimetric variables, the localized HCA especially for Zhuhai is obtained, and it performs well over a one-month test through comparison with sounding and surface observations. The algorithm is then utilized for analysis of a squall line process on 11 May 2014 and is found to provide reasonable details with respect to horizontal and vertical structures, and the HCA results---especially in the mixed rain-hail region--can reflect the life cycle of the squall line. In addition, the kinematic and microphysical processes of cloud evolution and the differences between radar- detected hail and surface observations are also analyzed. The results of this study provide evidence for the improvement of this HCA developed specifically for China.