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基于叠前地震纹理特征的半监督地震相分析 被引量:12
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作者 蔡涵鹏 胡浩炀 +2 位作者 吴庆平 王军 李志鹏 《石油地球物理勘探》 EI CSCD 北大核心 2020年第3期504-509,468,共7页
为了充分挖掘叠前地震数据中反映地震相类别的细微信息,充分利用钻井、地质等先验知识,提出基于叠前地震纹理属性的半监督地震相分析算法。该算法首先引入叠前地震纹理属性,以突出地震反射信息中的微小空间、振幅随方位角/炮检距等的变... 为了充分挖掘叠前地震数据中反映地震相类别的细微信息,充分利用钻井、地质等先验知识,提出基于叠前地震纹理属性的半监督地震相分析算法。该算法首先引入叠前地震纹理属性,以突出地震反射信息中的微小空间、振幅随方位角/炮检距等的变异性;然后采用自组织映射,对训练样本对进行训练;最后在钻井先验知识的约束下,对自组织映射输出层的神经元进行半监督聚类,得到神经元与地震相类别的映射关系。理论模型和实际资料应用结果证实该方法可提高地震相图的准确度及地震微相的识别能力,是一种性能优越的地震相分析工具。 展开更多
关键词 地震相分析 叠前纹理特征 半监督学习 自组织映射
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Pre-stack-texture-based reservoir characteristics and seismic facies analysis 被引量:3
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作者 宋承云 刘致宁 +2 位作者 蔡涵鹏 钱峰 胡光岷 《Applied Geophysics》 SCIE CSCD 2016年第1期69-79,219,共12页
Seismic texture attributes are closely related to seismic facies and reservoir characteristics and are thus widely used in seismic data interpretation.However,information is mislaid in the stacking process when tradit... Seismic texture attributes are closely related to seismic facies and reservoir characteristics and are thus widely used in seismic data interpretation.However,information is mislaid in the stacking process when traditional texture attributes are extracted from poststack data,which is detrimental to complex reservoir description.In this study,pre-stack texture attributes are introduced,these attributes can not only capable of precisely depicting the lateral continuity of waveforms between different reflection points but also reflect amplitude versus offset,anisotropy,and heterogeneity in the medium.Due to its strong ability to represent stratigraphies,a pre-stack-data-based seismic facies analysis method is proposed using the selforganizing map algorithm.This method is tested on wide azimuth seismic data from China,and the advantages of pre-stack texture attributes in the description of stratum lateral changes are verified,in addition to the method's ability to reveal anisotropy and heterogeneity characteristics.The pre-stack texture classification results effectively distinguish different seismic reflection patterns,thereby providing reliable evidence for use in seismic facies analysis. 展开更多
关键词 Pre-stack texture attributes reservoir characteristic seismic facies analysis SOM clustering gray level co-occurrence matrix
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