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Feasibility of Monte Carlo simulation for predicting deformation modulus of rock mass

机译:用于预测岩体变形模量的蒙特卡罗模拟的可行性

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Deformability of rock mass significantly influences its behavior and is, therefore, an important consideration for the design of underground structures. The deformation modulus of rock mass (E-m) is directly measured from the time-consuming and expensive uniaxial jacking tests, whose results often have a large scatter. Hence, in this study, an attempt has been made to evaluate E-m in different conditions using the Monte Carlo simulation (MCS). To achieve this aim, the most important parameters influencing E-m were investigated. The parameters of rock mass rating (RMR), depth, uniaxial compressive strength of intact rock (UCS), and elastic modulus of intact rock (E-j) were selected as the model inputs. First, an equation was developed by the multiple non-linear regression (MNLR), and it was then used for evaluation and prediction of E-m by the MCS technique. The results indicated that this approach is capable of simulating E-m ranges with a good level of accuracy. The mean of the MCS-simulated values of E-m was obtained as 15.13 GPa, while the measured values of E-m had a mean equal to 14.54 GPa. Moreover, the results of a sensitivity analysis demonstrated that the deformation modulus of the intact rock (E-j), among the other parameters, is of the most influence on E-m.
机译:岩体的可变形性显着影响其行为,因此是对地下结构设计的重要考虑因素。岩体质量(E-M)的变形模量直接测量耗时和昂贵的单轴起床测试,其结果通常具有大的散射。因此,在本研究中,已经尝试使用Monte Carlo仿真(MCS)在不同条件下评估E-M。为实现这一目标,研究了影响E-M的最重要参数。选择岩石质量额定值(RMR),深度,单轴抗压强度的完整岩石(UCS)的参数,以及完整岩石(E-J)的弹性模量作为模型输入。首先,通过多元非线性回归(MNLR)开发了一个等式,然后通过MCS技术用于评估和预测E-M的评估和预测。结果表明,这种方法能够以良好的准确度模拟E-M范围。获得E-M的MCS模拟值的平均值为15.13GPa,而E-M的测量值具有等于14.54GPa的平均值。此外,灵敏度分析的结果证明了完整岩石(E-J)的变形模量在其他参数中对E-M具有最大影响。

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