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基于GPU计算的三维地震断层解释

3-D seismic fault interpretation based on GPU computation

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【作者】 钟勇陈磊

【Author】 Zhong Yong,Chen Lei State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation,Chengdu University of Technology,Chengdu 610059,China

【机构】 成都理工大学"油气藏地质及开发工程"国家重点实验室中国石油天然气集团公司川庆钻探工程有限公司地质勘探研究院

【摘要】 应用图像处理方法对地震图像进行预处理后,可直接进行地震断层解释,但基于偏微分方程的图像扩散滤波方法计算效率低,不利于三维地震图像处理。基于GPU(Graphic Process Unit)计算的快速发展,应用GPU加速计算提取三维地震图像的结构张量,由结构张量导向进行地震图像扩散滤波增强预处理;基于三维结构张量识别的三维地震图像不连续区域,采用边缘检测和方差分析方法检测地层和断层区域,再通过设定阈值,提取三维空间中的断层。分别使用CPU和GPU计算处理了样点数为128×128×128和256×256×256的两个三维地震数据体,应用扩散增强滤波技术迭代10次,GPU计算速度分别是CPU计算速度的16.1倍和16.8倍。截取任意三维地震数据体的时间切片,对比了人工拾取断层和计算机自动拾取断层的效果,可以看出,对于较大尺度的断层,人工拾取和计算机自动拾取的结果基本一致,但是对于尺度较小的断层,计算机自动拾取结果更加准确,断层走向更加清晰。

【Abstract】 Seismic images can be directly used for seismic fault interpretation after imaging diffusion filtering preprocessing.However,the computation efficiency is low,which is not beneficial for 3-D seismic image.The fast development of Graphic Process Unit(GPU) makes it possible to extract the structure tensor of 3-D seismic image by GPU acceleration computation.Then,by using the structure tensor,diffusion filtering enhancement preprocessing can be carried out on seismic images.Based on the discontinuous area on 3-D seismic image recognized by 3-D structure tensor,edge detection and variance analysis were used to detect the formations and faults. Furthermore,by setting threshold,the faults in 3-D domain were extracted.CPU and GPU computation was applied to process two 3-D seismic data volume with 128×128×128 and 256×256×256 samples.After ten times of iteration with diffusion enhancement filtering, the computation speed of GPU is 16.1 and 16.8 times of CPU computation.The effect of manually-picking and automatically -picking was compared by extracting arbitrary time slice of 3-D seismic image volume.The results show that for large-scale fault,the two results are almost the same,but for smaller-scale fault,automatically -picking is more accurate,and which can displays clearer fault strike.

【关键词】 GPU三维地震断层结构张量图像增强
【Key words】 GPU computation3-D seismicfaultstructure tensorimage enhancement
【基金】 国家自然科学基金委员会与中国石油化工股份有限公司项目(40739907)联合资助
  • 【文献出处】 石油物探 ,Geophysical Prospecting for Petroleum , 编辑部邮箱 ,2011年02期
  • 【分类号】P631.4
  • 【被引频次】5
  • 【下载频次】203
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