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English(EN) Robustness and Transferability of Pix2Geomodel for Bidirectional Facies Property Translation in a Complex Reservoir

Pix2Geomodel在复杂油藏建模中展现出鲁棒性和迁移性

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员开发了一个基于Pix2Pix的模型Pix2Geomodel，通过在地质相和岩石物理属性之间进行翻译来改进油藏地质建模。该模型在一个复杂的油藏数据集上展示了鲁棒性和迁移性，保持了地质构造和空间连续性趋势。值得注意的是，相-孔隙度翻译实现了高精度指标，表明其在具有挑战性的地下特征描述场景中用于快速属性翻译的实用性。 AI

影响 通过实现更快、更准确的地质数据翻译以用于油藏建模，增强了地下特征描述能力。

排序理由 该集群包含一篇arXiv预印本，详细介绍了一个新模型及其评估。

在 arXiv cs.CV 阅读 →

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Pix2Geomodel在复杂油藏建模中展现出鲁棒性和迁移性

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报道来源 [2]

  1. arXiv cs.CV TIER_1 English(EN) · Abdulrahman Al-Fakih, Nabil Sariah, Ardiansyah Koeshidayatullah, Sherif Hanafy, SanLinn I. Kaka ·

    Pix2Geomodel在复杂油藏双向相控属性翻译中的鲁棒性与迁移性

    arXiv:2605.03919v1 Announce Type: cross Abstract: Reservoir geomodeling is central to subsurface characterization, but it remains challenging because conditioning data are sparse, geological heterogeneity is strong, and conventional geostatistical workflows often struggle to capt…

  2. arXiv cs.CV TIER_1 English(EN) · SanLinn I. Kaka ·

    Pix2Geomodel 在复杂油藏双向相控属性转换中的鲁棒性与迁移性

    Reservoir geomodeling is central to subsurface characterization, but it remains challenging because conditioning data are sparse, geological heterogeneity is strong, and conventional geostatistical workflows often struggle to capture nonlinear relationships between facies and pet…

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