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Application of Innovation Kalman Filter in Tunnel Deformation Monitoring

机译:创新卡尔曼滤波在隧道变形监测中的应用

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Due to the kalman filter can achieve good results while dealing with dynamic data, and the deformation data has dynamic characteristic, so in this paper, we use kalman filter to process data. In reality, the dynamic noise and observation noise are unknown previously, we often set initial values of noise based on the former experiences, and thus the precision of standard kalman filter will be effected by the inexact values of these two noise. However the innovation kalman filter could modify the dynamic noise and observation noise continuously, in this paper, this algorithm has obtained good results in tunnel deformation monitoring, and it has certain feasibility.
机译:由于卡尔曼滤波器可以在处理动态数据的同时实现良好的结果,并且变形数据具有动态特性,因此在本文中,我们使用卡尔曼滤波器来处理数据。实际上,先前动态噪声和观察噪声是未知的,我们经常根据前经验设置噪声的初始值,因此标准卡尔曼滤波器的精度将由这两个噪声的不精确值实现。然而,创新卡尔曼滤波器可以连续修改动态噪声和观察噪声,本文在隧道变形监测中获得了良好的效果,具有一定的可行性。

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