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Local and Spatial Joint Frequency Uncertainty and its Application to Rock Mass Characterisation

机译:局部和空间联合频率不确定度及其在岩体表征中的应用

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摘要

Stability is a key issue in any mining or tunnelling activity. Joint frequency constitutes an important input into stability analyses. Three techniques are used herein to quantify the local and spatial joint frequency uncertainty, or possible joint frequencies given joint frequency data, at unsampled locations. Rock quality designation is estimated from the predicted joint frequencies. The first method is based on kriging with subsequent Poisson sampling. The second method transforms the data to near-Gaussian variables and uses the turning band method to generate a range of possible joint frequencies. The third method assumes that the data are Poisson distributed and models the log-intensity of these data with a spatially smooth Gaussian prior distribution. Intensities are obtained and Poisson variables are generated to examine the expected joint frequency and associated variability. The joint frequency data is from an iron ore in the northern part of Norway. The methods are tested at unsampled locations and validated at sampled locations. All three methods perform quite well when predicting sampled points. The probability that the joint frequency exceeds 5 joints per metre is also estimated to illustrate a more realistic utilisation. The obtained probability map highlights zones in the ore where stability problems have occurred. It is therefore concluded that the methods work and that more emphasis should have been placed on these kinds of analyses when the mine was planned. By using simulation instead of estimation, it is possible to obtain a clear picture of possible joint frequency values or ranges, i.e. the uncertainty.
机译:稳定性是任何采矿或隧道活动中的关键问题。联合频率是稳定性分析的重要输入。本文中使用三种技术来量化未采样位置处的局部和空间联合频率不确定性或给定联合频率数据的可能联合频率。根据预测的节理频率估算岩石质量。第一种方法基于克里金法和随后的泊松采样。第二种方法将数据转换为近高斯变量,并使用转带法生成一定范围的可能联合频率。第三种方法假定数据是泊松分布,并使用空间平滑的高斯先验分布对这些数据的对数强度进行建模。获得强度并生成泊松变量以检查预期的关节频率和相关的变异性。联合频率数据来自挪威北部的铁矿石。这些方法在未采样的位置进行测试,并在采样的位置进行验证。预测采样点时,这三种方法均表现良好。还估计了关节频率超过每米5个关节的概率,以说明更实际的利用方法。所获得的概率图突出显示了发生稳定性问题的矿石区域。因此得出的结论是,该方法行之有效,并且在计划矿山时应更多地侧重于此类分析。通过使用仿真而不是估计,可以清楚地看到可能的联合频率值或范围,即不确定性。

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