Rainstorm monitoring based on symbolic dynamics and entropy

被引:2
|
作者
Wu, Tao [1 ]
Xu, Lisheng [1 ,2 ]
Ding, Jilie [1 ,2 ]
Basang [3 ]
Liu, Hailei [1 ,2 ]
机构
[1] Chengdu Univ Informat TechnPol, Coll Atmospher Sounding, Atmospher Radiat & Satellite Remote Sensing Lab, Chengdu 610225, Peoples R China
[2] China Meteorol Adm, Chengdu Plateau Atmospher Inst, Chengdu 610072, Peoples R China
[3] Tibet Plateau Atmospher Res Inst, Tibet 850000, TN, Peoples R China
关键词
rainstorm; symbolic dynamics; information entropy; nonlinear time series; segmentation length;
D O I
10.1016/j.proenv.2011.09.236
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Rainstorm is one of the major natural disasters in the world. Because of the complexity and non-linearity, using the current methods to correctly monitor and predict rainfalls is difficult. in recent years, with the rapid developments of nonlinear science, nonlinear time series analysis has been widely used hi many scientific and technological fields. In this study two kinds of nonlinear methods, i.e., the robust symbolic dynamics and information entropy, are used for nonlinear time series analysis of rainstorms. The theoretical bases on symbolic dynamics, information entropy and nonlinear time series analysis are introduced, first. Then, a new algorithm for rainstorm monitoring, including data preprocessing, time series symbolizing, symbolic time series segmentation and information entropy calculations, is described. Finally, 45 cases of heavy rainstorms around the world are analyzed. The preliminary results show that the method developed in this paper is promising for rainstorm monitoring. (C) 2011 Published by Elsevier Ltd. Selection and/or peer-review under responsibility of Conference ESIAT2011 Organization Committee.
引用
收藏
页码:1481 / 1488
页数:8
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