基于LLS数据时空聚类的成都与武汉雷暴特征比较

Ze Liu, Yu Wang, Lei Zhang, Fengquan Li, Dawei Wu, Bingjie Bai
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引用次数: 0

摘要

提出了一种基于闪电位置数据的雷暴聚类、识别和跟踪方法。采用基于密度的带噪声应用空间聚类方法(DBSCAN)实现了雷暴的聚类与识别。利用移动速度阈值和雷暴簇合并或分裂判断实现雷暴跟踪。利用该方法比较了中国昌都$(31.14^{\circ}N, 97.19^{\circ}E$,海拔3.36 km)和武汉$(30.60^{\circ}N, 114.31^{\circ}E$,海拔0.02 km)的雷暴特征。分析了雷暴星团的持续时间、面积、闪频、电流幅值中值和移动速度等5个参数。结果表明:(1)该方法得到的雷暴星团区域与30dBZ以上雷达回波吻合,能很好地反映雷暴星团的发展趋势;(2)武汉雷暴的持续时间、面积和闪频均显著高于成都。武汉最大雷暴面积几乎是成都的6倍,而正雷流幅值小于成都。同一区域内由对流单体或多单体组织的A型雷暴的持续时间略长于运动速度少或无运动速度的B型雷暴,且A型雷暴闪光频率也较高。
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Comparison of thunderstorm characteristics between Changdu and Wuhan in China based on spatio-temporal clustering of LLS data
This paper proposes a method of thunderstorm clustering, identification and tracking based on lightning location data. The clustering and identification of thunderstorm is realized using density-based spatial clustering of applications with noise (DBSCAN). And thunderstorm tracking is realized by using moving speed threshold and thunderstorm cluster merging or splitting judgment. The thunderstorm characteristics of Changdu $(31.14^{\circ}N, 97.19^{\circ}E$, 3.36 km above sea level) and Wuhan $(30.60^{\circ}N, 114.31^{\circ}E$, 0.02 km above sea level) in China were compared by this method. Five parameters were analyzed, including the duration, area, flash frequency, median current amplitude and movement velocity of the thunderstorm cluster. The results show that: (1) the region of thunderstorm cluster obtained by this method coincides with the radar echo above 30dBZ, which can well represent the development trend of the thunderstorm cluster; (2) The duration time, area and flash frequency of thunderstorms in Wuhan were significantly higher than that in Changdu. The maximum area of thunderstorms in Wuhan was almost 6 times that in Changdu, while the positive lightning current amplitude was less than that in Changdu. The duration of Type A thunderstorms organized by convective cells or multi-cell storms in the same area is slightly longer than that of type B thunderstorms with little or no movement velocity, and type A thunderstorms also produce higher flash frequency.
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