A CONTINUOUS WAVELET-BASED APPROACH TO DETECT ANISOTROPIC PROPERTIES IN SPATIAL POINT PROCESSES

被引:5
|
作者
D'Ercole, Roberto [1 ]
Mateu, Jorge [1 ]
机构
[1] Univ Jaume 1, Dept Math, E-12071 Castellon De La Plana, Spain
关键词
Anisotropic point processes; continuous wavelet transform; curvature; End-Stopped mother wavelet; Mexican Hat mother wavelet; Morlet mother wavelet; energy density position representation; random measure; transformed point processes;
D O I
10.1142/S0219691313500173
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A two-dimensional stochastic point process can be regarded as a random measure and thus represented as a (countable) sum of Delta Dirac measures concentrated at some points. Integration with respect to the point process itself leads to the concept of the continuous wavelet transform of a point process. Applying then suitable translation, rotation and dilation operations through a non unitary operator, we obtain a transformed point process which highlights main properties of the original point process. The choice of the mother wavelet is relevant and we thus conduct a detailed analysis proposing three two-dimensional mother wavelets. We use this approach to detect main directions present in the point process, and to test for anisotropy.
引用
收藏
页数:29
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