Digital rock core three-dimensional structure reconstruction method using two-dimensional slice image

The invention discloses a digital rock core three-dimensional structure reconstruction method using a two-dimensional slice image, and the method comprises the steps: training a parallel single imagegenerative adversarial network model, learning the distribution of two-dimensional images, and recons...

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Hauptverfasser: YI YU, CHEN YAN, XIANG XUANLING, HUANG YUNAN, ZHONG YUAN, LI ZHICHENG, DAI YONGFANG, LIAO MENGYU, AN YUCHUAN, ZHENG JIN, FANG QUANTANG, ZHONG XUEYAN, LI PING, MIAO BO, CHANG GUOBIAO, WANG KE
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses a digital rock core three-dimensional structure reconstruction method using a two-dimensional slice image, and the method comprises the steps: training a parallel single imagegenerative adversarial network model, learning the distribution of two-dimensional images, and reconstructing a rock core structure in a three-dimensional space through combining with a Markov chain Monte Carlo method. The method can reflect anisotropism of the rock, can reliably and effectively restore a real rock core structure for the rock with high heterogeneity, and is good in pore connectivity, higher in calculation speed and wider in application range. 本发明公开了一种利用二维薄片图像的数字岩心三维结构重建方法,本发明通过训练并行单一图像生成对抗网络模型,学习二维图像分布,结合马尔科夫链蒙特卡洛法,在三维空间重建岩心结构。本方法可以体现岩石的各向异性,对于非均质性较强岩石,也能可靠有效的还原真实岩心结构,孔隙连通性好,计算速度更快,应用范围更宽。