基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性分析

doi:10.13249/j.cnki.sgs.2011.012.1549

地理科学 ›› 2011, Vol. 31 ›› Issue (12): 1549-1554.doi: 10.13249/j.cnki.sgs.2011.012.1549

• 论文 • 上一篇

基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性分析

卢岩君^1,2, 秦承志², 邱维理¹, 朱阿兴²

1. 北京师范大学地理学与遥感科学学院, 北京100875;
2. 中国科学院地理科学与资源研究所资源与环境信息系统国家重点实验室, 北京100101

收稿日期:2010-09-29 修回日期:2010-12-24 出版日期:1997-12-20 发布日期:1997-12-20
通讯作者: 秦承志, 副研究员。E-mail:qincz@lreis.ac.cn E-mail:qincz@lreis.ac.cn
基金资助:
国家自然科学基金项目(40971235,40671111);中国科学院知识创新工程项目(KZCX2-YW-Q10-1-5);国家科技支撑计划(2007BAC15B01)资助

Sensitivity Analysis of Soil Property Parameter in Typical-sample-based Prediction Model of Digital Soil Mapping

LU Yan-jun^1,2, QIN Cheng-zhi², QIU Wei-li¹, ZHU A-xing²

1. School of Geography, Beijing Normal University, Beijing 100875, China;
2. State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Science and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China

Received:2010-09-29 Revised:2010-12-24 Online:1997-12-20 Published:1997-12-20

摘要/Abstract

摘要： 针对基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性问题,以坡位渐变信息结合典型土壤样点的加权平均模型为例,利用东北地形平缓小流域的土壤表层有机质含量样点集,使用阶乘设计、箱线图分析、扰动分析法和本文新设计的MR指数评价该模型的参数敏感性。结果表明,该模型中土壤属性参数敏感性较大,其大小与典型样点空间分布有关。敏感性主要由应用该模型时采用的坡位分类体系的不确定性引起。该文的分析方法可用于对基于少量典型样点的土壤属性空间分布推测模型进行参数敏感性综合分析。

Abstract: Although the typical-sample-based prediction models of the spatial distribution of soil property are promising in digital soil mapping,the sensitivity analysis of the soil property parameter in these models is still lack.This paper presents an attempt to establish weighed average model on a fuzzy slope position based on typical samples for digital soil mapping.The soil samples of A-horizon soil organic matter were collected in a low-relief small watershed in Northeast China.A "factorial design" method was applied to simulating scenarios of modeling point set.The performances of the model under different scenarios were analyzed with box plot.Further,we designed an MR index,which was calculated from the median and the range of the prediction error,for parameter sensitivity analysis based on the prediction performance of model.Both MR index and existing sensitivity index were used in this study.The result shows that the weighed average model is sensitive to the soil property parameter.The sensitivity degree is related to the locations of typical soil sample.The method proposed in this paper is also available for the parameter sensitivity analysis of other typical-sample-based prediction models of digital soil mapping.

中图分类号:

S159+3

卢岩君, 秦承志, 邱维理, 朱阿兴. 基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性分析[J]. 地理科学, 2011, 31(12): 1549-1554.

LU Yan-jun, QIN Cheng-zhi, QIU Wei-li, ZHU A-xing. Sensitivity Analysis of Soil Property Parameter in Typical-sample-based Prediction Model of Digital Soil Mapping[J]. SCIENTIA GEOGRAPHICA SINICA, 2011, 31(12): 1549-1554.

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基于少量典型样点土壤属性空间分布推测模型中的土壤属性参数敏感性分析

Sensitivity Analysis of Soil Property Parameter in Typical-sample-based Prediction Model of Digital Soil Mapping

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