改进地质封存中边界条件,提升井底压力与二氧化碳迁移预测精度
Boundary condition fidelity for bottom-hole pressure and CO2 plume prediction in geological carbon storage
- 通过修正角落孔隙体积和渐变渗透率,减少截断域模型的误差
- 角落体积未保留时压力误差达250~382 psi,渗流区域误判超16%
- 渐变修正方法在均质与非均质储层中均表现最优,适合工程模拟
准确预测井底压力(BHP)与二氧化碳渗流范围对安全地质碳封存至关重要。实际模拟常采用截断域,人工边界会扭曲压力扩散与饱和度分布。本研究在均质与非均质储层中,对比十种简化域边界处理方案与全域参考结果,使用BHP RMSE、NRMSE、峰值压力偏差及渗流交并比(IoU)评估性能。结果表明,保留角落孔隙体积是关键要求。忽略角落存储的均匀处理导致均质模型中BHP RMSE为362~382 psi,非均质模型为250~304 psi,渗流交并比仅0.80~0.84,意味着约16%~20%的渗流区域被误判。角落修正显著降低压力误差,使交并比提升至0.94以上;但渗透率修正并非普遍有效:在均质储层中改善压力拟合,在非均质储层中可能过度限制跨渗透率边界流动,反而增加压力误差并压缩渗流范围。渐变修正结合渗透率调整在两类储层中表现最稳定,实现BHP NRMSE低于3.7%,交并比高于0.97。
原文摘要 · Abstract (English)
Accurate prediction of bottom-hole pressure (BHP) and CO2 plume migration is essential for safe geological carbon storage, yet practical simulations often rely on truncated domains where artificial boundaries distort pressure diffusion and CO2 saturation footprints. In this study, we evaluate how boundary-condition fidelity affects BHP and CO2 plume prediction by comparing ten reduced-domain boundary treatments against full-domain reference simulations in homogeneous and heterogeneous reservoirs. We test uniform pore-volume multipliers, transmissibility modifiers, corner-adjusted pore-volume corrections, layered corrections, and gradual modifiers using BHP RMSE, NRMSE, peak pressure deviation, and plume Intersection over Union (IoU) as performance metrics. Our results show that conserving corner pore volume is the most important requirement for truncated-domain modeling. We find that uniform treatments which neglect corner storage generate large pressure errors, with BHP RMSE of 362 to 382 psi in the homogeneous model and 250 to 304 psi in the heterogeneous model, and yield plume IoU values near 0.80 to 0.84, indicating roughly 16 to 20% of the combined plume area is misrepresented. Corner-adjusted scenarios substantially reduce pressure errors and raise plume IoU above 0.94, but we observe that transmissibility correction is not universally beneficial. In homogeneous reservoirs, uniform transmissibility adjustment improves pressure fidelity; in heterogeneous reservoirs, it can over-restrict flow across variable-permeability boundary faces, increasing BHP error and contracting the predicted plume. We find the gradual modifier with transmissibility correction provides the most consistent performance, achieving BHP NRMSE below 3.7% and plume IoU above 0.97 in both reservoir types.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。