Pattern Recognition by DTW and Series Data Mining in 3D Stratum Modelling and 3D Visualization

Qiang Chen, C. Zhang, Y. Zhang, Wanqing Song
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引用次数: 2

Abstract

Three-dimension (3D) modeling and visualization of stratum plays important role in seismic active fault detection, of course in geoinformation science. Well-logging data of strata is taken as time series. Similarity measure of subsequence search is proposed based on dynamic time warping (DTW). Realizing time series match in different length of time series. The frequent pattern mining experiment is carried on to survey data of strata by multivariable combination analysis. We supply the stratum geophysics attribute by the depth (time) records sequence in the non-drill hole survey data's places using these frequent patterns,combining structure frame and mathematics geology interpolation technology, establish 3D geology model of the target area,and develop the underground geologic body 3D visualization software depending on visual studio.net and OpenGL graph packages, realize 3D visualization system.
基于DTW和序列数据挖掘的模式识别在三维地层建模和三维可视化中的应用
地层的三维建模和可视化在地震活动断层检测中具有重要的作用,当然在地球信息科学中也是如此。将地层测井资料作为时间序列。提出了基于动态时间规整(DTW)的子序列搜索相似性度量方法。实现不同时间序列长度的时间序列匹配。采用多变量组合分析方法对地层测量数据进行频繁模式挖掘试验。利用这些频繁模式,在非钻孔调查数据的位置,通过深度(时间)记录序列提供地层地球物理属性,结合结构框架和数学地质插值技术,建立了目标区域的三维地质模型,并基于visual studio.net和OpenGL图形包开发了地下地质体三维可视化软件,实现了三维可视化系统。
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