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基于辅助变量的森林枯枝落叶层深度空间插值精度

[Precision of spatial interpolation for forest duff layer depth based on secondary variable].

作者信息

Liu Zhi-hua, Chang Yu, He Hong-shi, Chen Hong-wei

机构信息

Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang 110016, China.

出版信息

Ying Yong Sheng Tai Xue Bao. 2009 Jan;20(1):77-83.

Abstract

Based on geostatistical method, three algorithms of spatial interpolation with elevation as a secondary variable, i.e., simple kriging with varying local means (SKlm), kriging with an external drift (KED), and cokriging (COK), were used to calculate the precision of spatial interpolation for the forest duff layer depth, and cross validation was conducted. The results showed that among the three algorithms, KED gave the highest precision because of its taking into account both the spatial variation among variables and the factors affecting local spatial change, SKlm did not yield expected precision because of the weaker correlation between elevation and forest duff layer depth, while COK directly used the variable elevation to estimate forest duff layer depth but many unexpected results yielded for the boundary area due to insufficient samplings. Comparing with the method of inverse distance weighting (IDW), only KED had a higher precision of interpolation, while for SKlm and COK, their interpolation precision was lower, suggesting that when a secondary variable was used for geostatistical interpolation, the correlation between primary and secondary variables was of significance in increasing the precision of interpolation.

摘要

基于地统计方法,使用了以海拔作为辅助变量的三种空间插值算法,即具有可变局部均值的简单克里金法(SKlm)、带外部漂移的克里金法(KED)和协同克里金法(COK),来计算森林凋落物层深度的空间插值精度,并进行了交叉验证。结果表明,在这三种算法中,KED的精度最高,因为它既考虑了变量间的空间变异,又考虑了影响局部空间变化的因素;SKlm未产生预期的精度,因为海拔与森林凋落物层深度之间的相关性较弱;而COK直接使用海拔变量来估计森林凋落物层深度,但由于采样不足,边界区域产生了许多意外结果。与反距离加权法(IDW)相比,只有KED具有更高的插值精度,而SKlm和COK的插值精度较低,这表明当使用辅助变量进行地统计插值时,主变量和辅助变量之间的相关性对于提高插值精度具有重要意义。

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