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Displacement prediction model of landslide based on time series and visual simulation of the landslide evolution

机译:基于时间序列和滑坡演化可视化模拟的滑坡位移预测模型

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The time series of landslide displacement reflects the evolution of landslide, and is monotonously increasing and nonlinear. With ensemble empirical mode decomposition (EEMD) methods the monitored displacement series is decomposed into relatively simple components, then BP neural network was applied to forecasting the evolution of each component, and the individual predictions were summed to get the final result of prediction. 3-dimensional modeling software is adopted to plot the 3-dimensional terrain model of the monitored areas, based on the data collected from these areas. Finally, with the combination of mathematical models for landslide prediction and 3-d terrain model, the visual simulation of landslide evolution is realized in visualizing software.
机译:滑坡位移的时间序列反映了滑坡的演化,并且是单调递增且非线性的。采用集成的经验模态分解(EEMD)方法,将监测到的位移序列分解为相对简单的分量,然后应用BP神经网络对各个分量的演化进行预测,并对各个预测值进行求和,得到最终的预测结果。根据从这些区域收集的数据,使用3维建模软件绘制受监视区域的3维地形模型。最后,结合滑坡预测数学模型和3维地形模型,在可视化软件中实现了滑坡演化的可视化模拟。

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