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不同土质下土壤含盐量的高光谱定量反演技术研究
  • ISSN号:1672-3317
  • 期刊名称:《灌溉排水学报》
  • 时间:0
  • 分类:TP79[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置] S127[农业科学—农业基础科学]
  • 作者机构:[1]武汉大学水资源与水电工程科学国家重点实验室,武汉430072, [2]内蒙古河套灌区义长灌域管理局,内蒙古五原015100
  • 相关基金:国家自然科学基金项目(51379151,51279142);中央高校基本科研业务费专项资金项目(2014206020201);内蒙古自治区小农费科技专项资金项目(NSK201101)
中文摘要:

通过内蒙古河套灌区义长灌域野外38个测点的光谱试验,提取反射光谱的盐分指数和吸收光谱的特征参数,研究砂土、砂壤土、壤土土壤合盐量的高光谱定量反演技术。结果表明,针对不同土质,提取最佳盐分指数的组成波段和回归建模的精度都不同;壤土提取最佳盐分指数的组成波段为95lnm和952nm,回归方程精度最高(R^2adjust为0.88);砂壤土提取最佳盐分指数的组成波段为670nm和67lnm,回归方程精度最低(R^2adjust为0.55);若不考虑土质因素,提取最佳盐分指数的组成波段为651nm和653nm,回归方程的R^2adjust为0.58。350~593nm波段范围内.吸收峰位置、不对称性与不同土质土壤含盐量的相关性相对较好,但反演不同土质含盐量的精度一般(R^2adjust最大为0.22),这说明可见光-近红外波段范围含盐量光谱的吸收特征不明显。

英文摘要:

Through 38 points spectral field experiments in Yichang irrigation field of Hetao irrigation district, Inner Mongolia, the hyperspectral quantitative inversion techniques of soil salt in sandy soil, sandy loam and loam were studied based on the extracted salt indexes of reflectance spectra and absorption features. The results showed that the optimum bands for salt indexes and precision for calibrated models were various in different soil textures. The model for loam had the highest accuracy with R^2adjust of 0. 88, whose constituted bands were 951 nm and 952 nm. Whereas, the model for sandy loam had the lowest accuracy with R^2adjust of 0.55, whose constituted bands were 670 nm and 671 nm. Taking all samples into consideration without soil texture classification, R^2adjust was 0. 58 for optimum salt index comprised by 651 nm and 653 nm. In the range from 350 mm to 593 nm, there were obvious relative relationships between absorption summit location, asymmetry and soil salt content, however, the precision of the inversion model based on the two variables was low and the top of R^2adjust only was 0. 22, which implied unconspicuous absorption features of soil salt in the range of visible and near-infrared spectrum.

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期刊信息
  • 《灌溉排水学报》
  • 中国科技核心期刊
  • 主管单位:水利部、农业部
  • 主办单位:水利部中国农业科学院农田灌溉研究所 中国水利学会
  • 主编:段爱旺
  • 地址:河南省新乡市宏力大道(东)380号
  • 邮编:453003
  • 邮箱:ggpsxb@sina.com
  • 电话:0373-3393346
  • 国际标准刊号:ISSN:1672-3317
  • 国内统一刊号:ISSN:41-1337/S
  • 邮发代号:36-69
  • 获奖情况:
  • 全国期刊规范执行优秀奖,全国优秀农业期刊奖,全国水利系统优秀科技期刊
  • 国内外数据库收录:
  • 中国中国科技核心期刊,中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版)
  • 被引量:8880