期刊文献+

天气雷达图像中对流云区识别算法 被引量:4

Convective cloud identification algorithm based on weather radar image
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摘要 对流云和层状云是形成暴雨的重要因素,准确地识别两者,对降水精度估测有积极的作用。为此,提出了一种小波分析区域识别算法(WLS)。该算法借鉴了小波分析的突变点检测原理,对天气雷达原始反射率数据和顶高数据进行小波变换,进而对检测出的模极大值点进行奇异性分析,滤除噪声点的干扰,最后用数学形态学方法检测边缘并填充对流云区域。实验中对采自呼和浩特雷达站的真实数据进行了算法识别分析,WLS方法较准确地识别出特征云体的相应区域,并将实验结果与采用BL和SHY95方法的识别结果进行了对比,表明WLS方法不仅对特征云体进行较好的识别,同时还有效地处理了杂波和边缘问题。 Both the convective and stratiform regions take an important role in the precipitation. Correct recognition of them facilitates precise prediction of the rainfall amount and duration. An automatic algorithm for the partitioning of radar reflectivity into convective and stratiform rain classifications named WLS was developed. Theory of abrupt-change detection based on wavelet analysis was adopted in this algorithm. First, wavelet transform was carried out on preprocessed raw reflectivity data and echo top data. Second, the singularity detection of modulus maximum value was done and noise points were filtered too. Finally, the edge was detected and convective region was filled by using mathematical morphology. Experiment uses the representative squall line on 2150 UTC 25 August 2008 and mixed precipitation 2222 UTC 8 August 2008 at Hohhot. Compared with WLS algorithm, BL algorithm and SHY95 algorithm, the experimental results show that WLS algorithm is more effective, and it can exactly partition the regions of convective clouds and restrain noise points.
出处 《计算机应用》 CSCD 北大核心 2009年第12期3366-3368,共3页 journal of Computer Applications
基金 国家自然科学基金资助项目(40765006)
关键词 雷达反射率 对流云识别 小波分析 Lipschitz指数 边缘检测 数学形态学 radar reflectivity convective cloud identification wavelet analysis Lipschitz exponent edge detection mathematical morphology
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参考文献5

  • 1CHURCHILL D D, HOUZE R A, Jr. Development and structure of winter monsoon cloud clusters on 10 December 1978[J]. Journal Atmospheric Sciences, 1984, 41(6) : 933 - 960.
  • 2STEINER M, HOUZE R A, YUTER S E, Jr. Climatological characterization of three-dimensional storm structure from operational radar and rain gauge data[ J]. Journal Applied Meteorology, 1995,34 (9) : 1978 -2007.
  • 3BIGGERSTAFF M I. LISTEMASS S A. An improved scheme for convective/stratitbrm echo classification using radar reflectivity [J]. Journal Applied Meteorology, 2000, 39(12) :2129-2150.
  • 4肖艳姣,刘黎平.三维雷达反射率资料用于层状云和对流云的识别研究[J].大气科学,2007,31(4):645-654. 被引量:18
  • 5郝晓辉,高上凯,高小榕.一种新的多尺度非线性阈值斑点噪声抑制方法[J].信号处理,1999,15(1):76-81. 被引量:25

二级参考文献22

  • 1曹俊武,刘黎平,葛润生.模糊逻辑法在双线偏振雷达识别降水粒子相态中的研究[J].大气科学,2005,29(5):827-836. 被引量:89
  • 2何会中,程明虎,周凤仙.0302号(鲸鱼)台风降水和水粒子空间分布的三维结构特征[J].大气科学,2006,30(3):491-503. 被引量:52
  • 3刘红燕,雷恒池.基于地面雨滴谱资料分析层状云和对流云降水的特征[J].大气科学,2006,30(4):693-702. 被引量:96
  • 4Xiang S H,International Conference on Biomedical Engineering,1996年
  • 5Koistinen J.Operational correction of radar rainfall errors due to vertical profile of reflectivity.Preprints,25th Radar Meteorology Conf.,Paris,France,Amer.Meteor.Soc.,1991.91~96
  • 6Fabry F,Austin G L,Tees D.The accuracy of rainfall estimates by radar as a function of range.Quart.J.Roy.Meteor.Soc.,1992,118:435~453
  • 7Andrieu H,Creutin J D.Identification of vertical profile of radar reflectivity for hydrological applications using an inverse method.Part Ⅰ:Formulation.J.Appl.Meteor.,1995,34:225~239
  • 8Smith J A,Seo D J,Baeck M L,et al.An intercomparison study of NEXRAD precipitation estimates.Water Resour.Res.,1996,32:2035~2045
  • 9Houze R A Jr.Observed structure of mesoscale convective systems and implications for large-scale heating.Quart.J.Roy.Meteor.Soc.,1989,115:425~461
  • 10DeMaria M.Linear response of a stratified tropical atmosphere to convective forcing.J.Atmos.Sci.,1985,42:1944~1959

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