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基于PLSR的陕北土壤盐分高光谱反演

李晓明 王曙光 韩霁昌

国土资源遥感Issue(3):113-116,4.
国土资源遥感Issue(3):113-116,4.DOI:10.6046/gtzyyg.2014.03.18

基于PLSR的陕北土壤盐分高光谱反演

Hyperspectral remote sensing inversion of soil salinity in north Shaanxi based on PLSR

李晓明 1王曙光 2韩霁昌1

作者信息

  • 1. 陕西省土地工程建设集团,西安摇 710075
  • 2. 国土资源部退化及未利用土地整治工程重点实验室,西安摇 710075
  • 折叠

摘要

Abstract

The salinized soil in northern Shaanxi Province was chosen as the study object. The hyperspectral data were collected and the soil samples were analyzed. First, the correlation between the soil salinity and the reflectance were analyzed, and the characteristic bands were fitted. The usual regression and partial least squares regression ( PLSR) analysis was used to study the inversion model of soil salinity, and some testing samples were used to compare the accuracies. The results show that 482 nm, 1 365 nm, 1 384 nm, 2 202 nm and 2 353 nm are five characteristic wavelengths, and the precision of inversion is satisfactory. The result of precision test indicates that the inversion model with PLSR calculated by Matlab is fairly good, and the correlation between the measured value and the predicted value is better.

关键词

偏最小二乘回归( PLSR)/土壤盐分/高光谱反演

Key words

partial least squares regression ( PLSR)/soil salinity/hyperspectral inversion

分类

农业科技

引用本文复制引用

李晓明,王曙光,韩霁昌..基于PLSR的陕北土壤盐分高光谱反演[J].国土资源遥感,2014,(3):113-116,4.

基金项目

陕西省自然科学基础研究计划(编号:2012JQ5015)。 (编号:2012JQ5015)

国土资源遥感

OA北大核心CSCDCSTPCD

2097-034X

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