通过构建ASTER GDEM(advanced spaceborne thermal emission and reflection radiometer global digital elevation model)高程误差与影响因子间的关系模型,可对其高程精度进行有效校正。选取陕北黄土高原境内长武、宜君、甘泉、延川4...通过构建ASTER GDEM(advanced spaceborne thermal emission and reflection radiometer global digital elevation model)高程误差与影响因子间的关系模型,可对其高程精度进行有效校正。选取陕北黄土高原境内长武、宜君、甘泉、延川4个不同地貌类型的样区,以1∶5万DEM(digital elevation model)作为参考数据,经过数据预处理后,计算各点位高程误差值及相关地形因子和地表覆盖指数;提取一定数量的采样点和检验点,引入随机森林回归算法,建立高程误差预测模型,以对高程精度进行校正,并与多元回归模型进行比较分析。实验结果表明,ASTER GDEM的高程误差特征与地形条件有较强的相关性;随机森林回归预测模型整体上优于多元回归模型,具有较好的适用性与误差校正效果,可分别将长武、宜君、甘泉、延川的高程误差均值减小3.08 m、3.00 m、3.61 m和6.95 m。展开更多
LuTan-1(LT-1)is a constellation with two full-polarization L-band radar satellites designed by China,and the first satellite was scheduled to be launched in December 2021 and the second one in January 2022.The LT-1 wi...LuTan-1(LT-1)is a constellation with two full-polarization L-band radar satellites designed by China,and the first satellite was scheduled to be launched in December 2021 and the second one in January 2022.The LT-1 will be operated for deformation monitoring in repeat-pass mode,and for DEM generation in bistatic mode,improving self-sufficiency of SAR data for the field of geology,earthquake,disaster reduction,geomatics,forestry and so on.In this paper,we focused on designing an algorithm for interferometric DEM generation using LT-1 bistatic satellites.The basic principle,main error sources and errors control of the DEM generation algorithm of LT-1 were systematically analyzed.The experiment results demonstrated that:①The implemented algorithm had rigorous resolution with a theoretic accuracy better than 0.03 m for DEM generation.②The errors in satellite velocity and Doppler centroid had no obvious effect on DEM accuracy and they could be neglected.While the errors in position,baseline,slant range and interferometric phase had a significant effect on DEM accuracy.And the DEM error caused by baseline error was dominated,followed by the slant range error,interferometric phase error and satellite position error.③To obtain an expected DEM accuracy of 2 m,the baseline error must be strictly controlled and its accuracy shall be 1.0 mm or better for Cross-Track and Normal-Direction component,respectively.And the slant range error and interferometric phase error shall be reasonably controlled.The research results were of great significance for accurately grasping the accuracy of LT-1 data products and their errors control,and could provide a scientific auxiliary basis for LT-1 in promoting global SAR technology progress and the generation of high-precision basic geographic data.展开更多
基金National Science Fund for Distinguished Young Scholars(No.41925016)National Natural Science Foundation of China(No.41804008)National Key Research and Development Program of China(No.2018YFC1503603)。
文摘LuTan-1(LT-1)is a constellation with two full-polarization L-band radar satellites designed by China,and the first satellite was scheduled to be launched in December 2021 and the second one in January 2022.The LT-1 will be operated for deformation monitoring in repeat-pass mode,and for DEM generation in bistatic mode,improving self-sufficiency of SAR data for the field of geology,earthquake,disaster reduction,geomatics,forestry and so on.In this paper,we focused on designing an algorithm for interferometric DEM generation using LT-1 bistatic satellites.The basic principle,main error sources and errors control of the DEM generation algorithm of LT-1 were systematically analyzed.The experiment results demonstrated that:①The implemented algorithm had rigorous resolution with a theoretic accuracy better than 0.03 m for DEM generation.②The errors in satellite velocity and Doppler centroid had no obvious effect on DEM accuracy and they could be neglected.While the errors in position,baseline,slant range and interferometric phase had a significant effect on DEM accuracy.And the DEM error caused by baseline error was dominated,followed by the slant range error,interferometric phase error and satellite position error.③To obtain an expected DEM accuracy of 2 m,the baseline error must be strictly controlled and its accuracy shall be 1.0 mm or better for Cross-Track and Normal-Direction component,respectively.And the slant range error and interferometric phase error shall be reasonably controlled.The research results were of great significance for accurately grasping the accuracy of LT-1 data products and their errors control,and could provide a scientific auxiliary basis for LT-1 in promoting global SAR technology progress and the generation of high-precision basic geographic data.