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Landslide detection and monitoring using remote sensing and spatial analysis in Taiwan

机译:台湾利用遥感和空间分析进行滑坡检测和监测

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摘要

This paper presents a systematic approach to utilize multi-temporal remote sensing images and spatial analysis for the detection, investigation, and long-term monitoring of landslide hazards in Taiwan. Rigorous orthorectification of satellite images are achieved by correction of sensor orbits and backward projections with ground control points of digital elevation models. Individual images are also radiometrically corrected according to sensor calibration factors. In addition, multi-temporal images are further normalized based on pseudo-invariant features identified from the images. Probable landslides are automatically detected with a change-detection procedure that combines NDVI filtering and Change-Vector Analysis. A spatial analysis system is also developed to further edit and analyze detected landslides and to produce landslide maps and other helpful outputs such as field-investigation forms and statistical reports. The developed landslide detection and monitoring system was applied to a study of large-scale landslide mapping and analysis in southern Taiwan and to the long-term monitoring of landslides in the watershed of Shimen Reservoir in northern Taiwan. Both application examples indicate that the proposed approach is viable. It can detect landslides effectively and with high accuracy. The data produced with the developed spatial analysis system are also helpful for hazard investigation, reconstruction, and mitigation.
机译:本文提出了一种利用多时相遥感影像和空间分析技术对台湾滑坡灾害进行检测,调查和长期监测的系统方法。通过用数字高程模型的地面控制点校正传感器轨道和向后投影,可以对卫星图像进行严格的正射校正。各个图像也根据传感器校准因子进行辐射校正。另外,基于从图像识别的伪不变特征,进一步对多时间图像进行归一化。通过结合NDVI滤波和变化矢量分析的变化检测程序,可以自动检测出可能的滑坡。还开发了空间分析系统,以进一步编辑和分析检测到的滑坡,并生成滑坡图和其他有用的输出,例如实地调查表和统计报告。发达的滑坡检测与监测系统被应用于台湾南部大规模滑坡测绘与分析研究以及台湾北部石门水库集水区流域的长期滑坡监测。两个应用示例均表明,所提出的方法是可行的。它可以有效,高精度地检测滑坡。使用已开发的空间分析系统生成的数据也有助于进行危害调查,重建和缓解。

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