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EVALUATION OF UNCERTAINTY ASSOCIATED WITH SPATIALLY VARIABLE PROPERTIES

机译:与空间变量特性相关的不确定性的评估

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Uncertainties associated with spatially variable properties of geologic characteristics are especially important. However, these uncertainties cannot be specified in a deterministic manner because the process of formation or evolution of host rock is random and because the limited number of data is available for the statistic evaluation of this random process. We develop the hybrid model of fuzzy geostatistics for the appropriate treatment of uncertainties associated with spatially variable properties. For the application of the above method, we prepared the virtual field with heterogeneous hydraulic conductivity for the simulation of site characterization. In this simulation, we consider the situation that the limited number of boring data is available. The conventional method can determine only one variogram. In this case, uncertainties due to the ignorance are not appropriately handled and the degree of belief for the determined variogram is not specified. For the appropriate treatment of ignorance, we define the possible range of variogram in terms of fuzzy membership functions on the level of conservatism. A large number of heterogeneous hydraulic conductivity fields are realized by using corresponding variograms that sampled from the possible range of variogram. For each realized field, we compute the groundwater flow model and estimate the average flow velocity. Resulting many average flow velocities are processed by fuzzy rule to obtain the membership function of estimated average flow velocity. This can be used as the input data for the hybrid probabilistic and possibilistic safety assessment. Comparing with the previous work, the process of defining the membership function of average flow velocity becomes transparent and the reliability of safety assessment is enhanced.
机译:与地质特征的空间可变特性相关的不确定性尤其重要。但是,由于基质岩的形成或演化过程是随机的,并且由于有限数量的数据可用于此随机过程的统计评估,因此无法以确定性的方式指定这些不确定性。我们开发了模糊地统计学的混合模型,用于与空间可变属性相关的不确定性的适当处理。对于上述方法的应用,我们准备了具有非均质水力传导率的虚拟场,用于模拟现场表征。在此模拟中,我们考虑了有限数量的无聊数据可用的情况。传统方法只能确定一个方差图。在这种情况下,由于无知导致的不确定性没有得到适当处理,并且未指定确定的变异函数的置信度。为了对无知进行适当的处​​理,我们根据保守性上的模糊隶属函数定义了变异函数的可能范围。通过使用从变异函数的可能范围中采样的相应变异函数,可以实现大量非均质的水力传导率场。对于每个已实现的油田,我们都计算地下水流模型并估算平均流速。通过模糊规则处理得到的许多平均流速,以获得估计的平均流速的隶属函数。可以将其用作概率和可能性混合安全性评估的输入数据。与以前的工作相比,定义平均流速隶属函数的过程变得透明,安全评估的可靠性得以提高。

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