低分辨率数字高程模型的插值:比较

Hemalatha Kalimuthu, W. Tan, Sin Liang Lim, M. F. A. Fauzi
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引用次数: 2

摘要

数字高程模型(DEM)是各种地理研究的重要数据,但高分辨率DEM的获取难度大,成本高。本文评估了从研究人员和学者免费获取的在线资源中获得的低分辨率DEM数据建立的插值高分辨率DEM的精度。在线提供的低分辨率高程模型是由日本空间系统公司(JSS)的ASTER全球数字高程模型(ASTER GDEM)项目获得的。将高功率反距离加权(IDW)、低功率反距离加权(IDW)、张力样条、正则样条、普通克里格和通用克里格6种插值技术应用于低分辨率ASTER GDEM,得到高分辨率插值DEM。通过将插值的DEM与马来西亚地理空间数据基础设施中心(MACGDI)获得的参考DEM数据进行比较,可以实现插值DEM的精度。实验结果表明,普通克里格和通用克里格的平均绝对差分别为13.99m和13.95m。研究表明,在需要高分辨率DEM的情况下,JSS将ASTER GDEM插值后的DEM应用于未来的研究。
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Interpolation of low resolution Digital Elevation Models: A comparison
Digital Elevation Model (DEM) is an important data used in varies geographical researches but it is difficult and costly to obtain a high resolution DEM. This paper evaluates the accuracy of interpolated high resolution DEM established from a low resolution DEM data obtained from an online resource which is freely accessible to researchers and academician. The low resolution DEM available online was obtained from the ASTER Global Digital Elevation Model (ASTER GDEM) project by Japan Space Systems (JSS). Six types of interpolation techniques, namely High Power Inverse Distance Weighted (IDW), Low Power IDW, Tension Spline, Regularized Spline, Ordinary Kriging and Universal Kriging are applied to the low resolution ASTER GDEM to produce the high resolution interpolated DEM. The accuracy of the interpolated DEM is performed by comparing the interpolated DEM with the reference DEM data obtained from the Malaysian Centre for Geospatial Data Infrastructure (MACGDI). Based on the experimental results, the ordinary kriging and universal kriging have shown a good result of 13.99m and 13.95m of average absolute difference respectively. The study suggests that the interpolated DEM generated from ASTER GDEM by JSS can be applied to conduct future studies if high resolution DEM is required.
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