开源数字高程模型的精度评估

A. Hassan
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引用次数: 4

摘要

数字高程模型是地球表面的三维表示,对地球科学和水文实现至关重要。DEM可以利用摄影测量技术、雷达干涉测量、激光扫描和土地测量来创建。世界上有一些机构提供开源的数字高程模型,这些模型免费提供给所有用户,例如美国国家航空航天局(NASA)、日本宇宙航空研究开发机构(JAXA)等。ALOS, SRTM和ASTER是基于卫星的开源产品。原始数据的获取技术和处理方法,以及自然土地和土地覆被类型的特点,这些因素都是数字高程模型产生隐含误差的原因,这些误差是无法避免的。本文利用差分全球定位系统(DGPS)观测到的地面控制点,比较了不同卫星数字高程模型的有效性和性能。为了验证,我们采用了均差(Mean Error, ME)和均方根误差(Root Mean Square Error, RMSE)等标准统计检验,结果表明ALOS DEM具有ME, RMSE分别为-1.262m和1.988m, SRTM DEM的ME为-0.782m, RMSE分别为2.276m, ASTER DEM的ME为4.437m和6.241m。这些结果对于分析人员在不同的工作领域中使用这些模型非常有帮助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Accuracy Assessment of Open Source Digital Elevation Models
Digital Elevation Model is a three-dimensional representation of the earth's surface, which is essential for Geoscience and hydrological implementations. DEM can be created utilizing Photogrammetry techniques, radar interferometry, laser scanning and land surveying. There are some world agencies provide open source digital elevation models which are freely available for all users, such as the National Aeronautics and Space Administration (NASA), Japan Aerospace Exploration Agency’s (JAXA) and others. ALOS, SRTM and ASTER are satellite based DEMs which are open source products. The technologies that are used for obtaining raw data and the methods used for its processing and on the other hand the characteristics of natural land and land cover type, these and other factors are the cause of implied errors produced in the digital elevation model which can't be avoided. In this paper, ground control points observed by the differential global positioning system DGPS were used to compare the validation and performance of different satellite based digital elevation models. For validation, standard statistical tests were applied such as Mean Error (ME) and Root Mean Square Error (RMSE) which showed ALOS DEM had ME and RMSE are -1.262m and 1.988m, while SRTM DEM had ME of -0.782m with RMSE of 2.276m and ASTER DEM had 4.437m and 6.241m, respectively. These outcomes can be very helpful for analysts utilizing such models in different areas of work.
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