摘要
针对当前历史拟合中单井敏感性区域难以确定和反演参数变量维数大的问题,建立了一种快速有效计算单井敏感性区域的方法,并提出了一种模型参数化方法。利用Fast-Marching Method(FMM)求解油藏压力传播过程中的程函方程,计算压力波从井点到达每个网格的飞行时间,依据飞行时间确定油藏三维单井敏感性区域。以单井敏感性区域内网格的模型参数平均值作为参数变量来降低求解维数,并通过近似扰动梯度升级优化算法来提高拟合效率。实例证明,此方法对油藏动态生产指标的拟合取得了较好的效果,整体过程计算代价小,满足工程应用的要求。
In view of the limitations that sensitivity region of single well cannot be accurately estimated and the dimension of inversion model parameter vector in objective function is huge for assisted history matching, this study establishes a novel method to calculate sensitivity- region of single well fast and efficiently, and proposes a simple method for model parameterization. We use the Fast-Marching Method (FMM) to solve the pressure-diffusivity equation of Eikonal equation form and calculate the arrival time from well point to each grid of reservoir model. The sensitivity- region of single well is determined according to the arrival time in 3D space. Based on the sensitivity- region of single well, we take the average of model parameter of the grids in the region as the elements of inversion model parameter vector to reduce its dimension, and use an upgraded perturbation gradient approximation algorithm to improve the computational efficiency. With the proposed method for calculation of sensitivity region of single well and model parameterization, the application case shows a good matching result and low computational cost for historical dynamic production data, and can meet the engineering requirements.
作者
刘伟
赵辉
曹琳
张凯
LIU Wei;ZHAO Hui;CAO Lin;ZHANG Kai(College of Petroleum Engineering,Yangtze University,Wuhan 430100,China;College of Petroleum Engineering,China University of Petroleum,Qingdao 266580,China)
出处
《断块油气田》
CAS
北大核心
2018年第6期761-765,共5页
Fault-Block Oil & Gas Field
基金
国家自然科学基金项目"基于连通性思想的碳酸盐岩油藏开发生产优化研究"(51674039)
"海上油田聚合物驱窜聚动态识别与优化控制研究"(51604035)
国家科技重大专项"缝洞型碳酸盐岩油藏提高采收率关键技术"(2016ZX05014)
关键词
历史拟合
敏感性区域
程函方程
FMM
参数化
history matching
sensitivity region
Eikonal equation
Fast-Marching Method
parameterization