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Measurement of Surface Displacement and Deformation of Mass Movements Using Least Squares Matching of Repeat High Resolution Satellite and Aerial Images

机译:使用重复高分辨率卫星和航拍图像的最小二乘匹配来测量质量运动的表面位移和变形

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Displacement and deformation are fundamental measures of Earth surface mass movements such as glacier flow, rockglacier creep and rockslides. Ground-based methods of monitoring such mass movements can be costly, time consuming and limited in spatial and temporal coverage. Remote sensing techniques, here matching of repeat optical images, are increasingly used to obtain displacement and deformation fields. Strain rates are usually computed in a post-processing step based on the gradients of the measured velocity field. This study explores the potential of automatically and directly computing velocity, rotation and strain rates on Earth surface mass movements simultaneously from the matching positions and the parameters of the geometric transformation models using the least squares matching (LSM) approach. The procedures are exemplified using bi-temporal high resolution satellite and aerial images of glacier flow, rockglacier creep and land sliding. The results show that LSM matches the images and computes longitudinal strain rates, transverse strain rates and shear strain rates reliably with mean absolute deviations in the order of 10−4 (one level of significance below the measured values) as evaluated on stable grounds. The LSM also improves the accuracy of displacement estimation of the pixel-precision normalized cross-correlation by over 90% under ideal (simulated) circumstances and by about 25% for real multi-temporal images of mass movements.
机译:位移和变形是测量地球表面质量运动(如冰川流动,冰川蠕变和岩石滑坡)的基本方法。基于地面的监测这种大规模运动的方法可能是昂贵的,费时的并且在空间和时间范围上受到限制。遥感技术,这里是重复光学图像的匹配,越来越多地用于获得位移和变形场。通常在后处理步骤中根据测得的速度场的梯度来计算应变率。这项研究探索了使用最小二乘匹配(LSM)方法从匹配位置和几何转换模型的参数自动同时直接计算地表质量运动的速度,旋转和应变率的潜力。该程序以双时高分辨率卫星和冰川流,岩石冰川蠕变和滑坡的航空影像为例。结果表明,LSM匹配图像并可靠地计算出纵向应变率,横向应变率和剪切应变率,平均绝对偏差为10 -4 (比测量值低一个显着水平)根据稳定的理由进行评估。 LSM还可以在理想(模拟)情况下将像素精度归一化互相关的位移估计精度提高90%以上,而对于质量运动的真实多时间图像,则可以提高约25%。

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