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基于双三次Hermite插值方法的DEM误差传播分析 被引量:2

Propagated Error Analysis of Digital Elevation Models Generated by Bi-Cubic Hermite Interpolation Methods
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摘要 针对由双三次Hermite插值所生成的DEM数据,提出了一种新的传播误差估计方法。传播误差估计模型所适用的空间对象包括:线、不规则三角网(TIN)和规则格网等DEM数据。基于统计学中的误差传播定律,推导出了由非线性插值方法所生成DEM的误差传播公式。最后,将由双三次Hermite插值方法所生成DEM的传播误差与先前研究中采用线性插值所生成DEM的传播误差进行对比分析,由此可以更加全面地掌握通过线性插值或者非线性插值方法所生成DEM的误差传播规律。该成果可用于指导对实际生产DEM产品过程中插值方法的选择。 This paper presents a new development technique in the estimation of the propagated error of DEMs, inter- polated by the Hermite bi-cubic interpolation method. Propagated error estimation models are first identified for spa- tial objects including line, TIN, and rectangular grid DEM. The approach adopted is based on the error propagation law in statistics so as to derive the propagated error of DEMs from this nonlinear interpolation. Finally, the propaga- ted error of DEMs interpolated by the bi-cubic Hermite method derived from this study is compared with the propaga- ted error of DEMs interpolated by bi-linear methods, given by earlier studies. Hence, a full picture of propagated er- ror of DEMs, regarding error propagated from original nodes, obtained by linear and non-linear methods, is now a- vailable. This result can serve as a guideline for interpolation method selection in practical DEM production.
出处 《测绘科学技术学报》 CSCD 北大核心 2013年第4期380-387,共8页 Journal of Geomatics Science and Technology
基金 香港理工大学基金项目(G-YK75 1-ZV4F G-UA35)
关键词 数字高程模型 双三次Hermite插值 传播误差 误差传播定律 平均误差 DEM bi-cubic Hermite interpolation propagated error error propagation law average error
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