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Method for quickly forming a stochastic method representating the distribution of a physical variable in a heterogeneous environment by appropriate selection of a geostatistic realizations

机译:用于快速形成表示物理变量的在异构环境中通过地质统计实现中的适当选择的分布的随机方法方法

摘要

A method having an application to production problems in reservoir engineering for quickly forming a stochastic model representative of the distribution of a physical quantity in a porous heterogeneous medium, which is calibrated in relation to dynamic data, by suitable selection of geostatistical realizations to be combined linearly. An iterative gradual deformation process is used, wherein an initial geostatistical realization (y) of the medium and a number (N−1)(N1) of other realizations (zi)i=1, . . . ,(N−1), which are independent of initial realization (y), are linearly combined at each iteration, by applying constraints to the linear combination coefficients of realizations (y) and (zi)i=1, . . . ,(N−1), and an objective function (J) measuring the difference between a set of simulated data deduced from said combination by means of a simulator and said dynamic data is minimized. To quickly minimize the objective function, the Lagrange multiplier (λ), λ ε RN−1 associated with the constraint relating to the specified values of the coefficients of realizations (zi)i=1, . . . ,(N−1) is calculated. The absolute value λi of the ith component of multiplier λ indicates the sensitivity of the objective function in relation to the ith geostatistical realization (zi).
机译:被线性地组合具有在油藏工程用于快速形成随机代表物理量的在多孔非均质介质,其被相对于动态数据校准分布的模型的应用程序到生产中的问题,通过地质统计实现中的合适的选择方法。使用迭代渐进变形过程,其中介质的初始地统计实现(y)和其他实现的数量(N-1)(N> 1)(z i )i = 1, 。 。 。通过对实现(y)和(z i )i的线性组合系数施加约束,与初始实现(y)无关的(N-1)在每次迭代时进行线性组合= 1,。 。 。 ,(N-1),和目标函数(J)被最小化,该目标函数测量通过模拟器从所述组合推导的一组模拟数据与所述动态数据之间的差异。为了快速最小化目标函数,拉格朗日乘数(λ)λεR N-1 与与实现系数的指定值(z i )i = 1,。 。 。 ,(N-1)被计算。乘数λ的第i th 分量的绝对值λ i 表示目标函数相对于第i th地统计实现的敏感性( z i )。

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