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

机译:蒙特卡罗模拟预测岩体变形模量的可行性

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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,因此是地下结构设计的重要考虑因素。岩体的变形模量(E-m)是直接从费时且昂贵的单轴顶进试验中测量的,其结果通常具有较大的分散性。因此,在这项研究中,已经尝试使用蒙特卡洛模拟(MCS)在不同条件下评估E-m。为了达到这个目的,研究了影响E-m的最重要参数。选择岩石质量等级(RMR),深度,完整岩石的单轴抗压强度(UCS)和完整岩石的弹性模量(E-j)的参数作为模型输入。首先,通过多元非线性回归(MNLR)建立方程,然后通过MCS技术将其用于E-m的评估和预测。结果表明,该方法能够以良好的精度模拟E-m范围。 MCS模拟的E-m值的平均值为15.13 GPa,而E-m的测量值平均值为14.54 GPa。此外,敏感性分析的结果表明,完整岩石(E-j)的变形模量以及其他参数对E-m的影响最大。

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