Classification and dynamics of tropical clouds by their fractal dimension

被引:16
|
作者
Batista-Tomas, A. R. [1 ]
Diaz, O. [2 ]
Batista-Leyva, A. J. [1 ,3 ]
Altshuler, E. [1 ]
机构
[1] Univ Havana, Grp Complex Syst & Stat Phys, San Lazaro St, Havana 10400, Cuba
[2] Cuban Inst Meteorol InsMet, Havana, Cuba
[3] Inst Super Tecnol & Ciencias Aplicadas InSTEC, Havana, Cuba
关键词
fractals; clouds; atmosphere; CONFORMAL-INVARIANCE; TURBULENCE; RAIN;
D O I
10.1002/qj.2699
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The fractal dimension estimated as the area-perimeter relation constitutes a tool for the characterization of clouds. In this article, we apply it for the first time to study the separation of cirrus and cumulonimbus in the Caribbean area. Based on satellite data, we show that the two types can be differentiated by their area-perimeter ratio as follows: D-Ci = 1.37 +/- 0.02 for cirrus, and D-Cb = 1.18 +/- 0.05 for cumulonimbus. We also show that the global' area-perimeter ratio can be used to determine the composition of the cloud field. Moreover, we are able to quantify, through the area-perimeter ratio, the transformation of cumulonimbus into cirrus. Our findings have potential applications for the automatic classification of clouds, and for the understanding of their formation processes.
引用
收藏
页码:983 / 988
页数:6
相关论文
共 50 条
  • [41] Image classification in artificial neural network using fractal dimension
    Padhy R.
    Dash S.K.
    Khandual A.
    Mishra J.
    [J]. International Journal of Information Technology, 2023, 15 (6) : 3003 - 3013
  • [42] The Classification of a Plant Family based on Morpho-fractal Dimension
    Popescu, Mina Catalina
    Tache, Irina-Andra
    Sandu, Ciprian
    [J]. 2015 19TH INTERNATIONAL CONFERENCE ON SYSTEM THEORY, CONTROL AND COMPUTING (ICSTCC), 2015, : 780 - 784
  • [43] Liver Ultrasound Image Classification by Using Fractal Dimension of Edge
    Moldovanu, Simona
    Bibicu, Dorin
    Moraru, Luminita
    [J]. PROCEEDINGS OF THE PHYSICS CONFERENCE TIM - 11, 2012, 1472 : 238 - 244
  • [44] Analysis and classification of speech signals by generalized fractal dimension features
    Pitsikalis, Vassilis
    Maragos, Petros
    [J]. SPEECH COMMUNICATION, 2009, 51 (12) : 1206 - 1223
  • [45] Automatic Segmentation and Classification of Liver Abnormalities using Fractal Dimension
    Anter, Ahmed M.
    Hassanien, Aboul Ella
    Schaefer, Gerald
    [J]. 2013 SECOND IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR 2013), 2013, : 937 - 941
  • [46] Texture image classification using multi-fractal dimension
    Zhuo-fu Liu
    En-fang Sang
    [J]. Journal of Marine Science and Application, 2003, 2 (2) : 76 - 81
  • [47] Phenomenological Description of Tropical Clouds Using CloudSat Cloud Classification
    Behrangi, Ali
    Kubar, Terry
    Lambrigtsen, Bjorn
    [J]. MONTHLY WEATHER REVIEW, 2012, 140 (10) : 3235 - 3249
  • [48] Fractal dimension for fractal structures
    Fernandez-Martinez, M.
    Sanchez-Granero, M. A.
    [J]. TOPOLOGY AND ITS APPLICATIONS, 2014, 163 : 93 - 111
  • [49] The uncertainty dimension and fractal boundaries for charged particle dynamics in the magnetotail
    Holland, D. L.
    Presley, M. E.
    Martin, R. F.
    Matsuoka, H.
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 2011, 116
  • [50] Fractal dimension evolution and spatial replacement dynamics of urban growth
    Chen, Yanguang
    [J]. CHAOS SOLITONS & FRACTALS, 2012, 45 (02) : 115 - 124