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基于反射率模拟模型的黑土有机质含量估测
  • ISSN号:1000-0593
  • 期刊名称:《光谱学与光谱分析》
  • 时间:0
  • 分类:TP70[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] S15[农业科学—土壤学;农业科学—农业基础科学]
  • 作者机构:[1]中国科学院东北地理与农业生态研究所,吉林长春130012, [2]中国科学院研究生院,北京100039
  • 相关基金:国家自然科学基金项目(40401003)和东北黑土农业生态数据库项目(INF105-SDB-1-28)资助
中文摘要:

定量分析了黑龙江省黑土室内高光谱反射率曲线特征,确定了影响反射光谱曲线的主要特征控制点,建立了黑土光谱反射率模拟模型并对其进行评价,分析比较反射率数据、模拟后的光谱数据与土壤有机质含量的关系,建立了土壤有机质含量光谱预测模型。结果如下:有机质是小于1000 nm范围黑土反射光谱特征的决定因素,随有机质含量变化,黑土光谱反射率在该范围呈现单/双吸收谷特征;黑土反射光谱曲线在450-930 nm范围内有5个主要特征控制点;黑土反射率模拟模型能较准确地描述黑土反射光谱曲线,直线模型的模拟效果更好;以反射率模拟模型系数为自变量的有机质含量预测模型优于基于反射率及其一阶微分的模型,说明反射率模拟模型的曲线控制点选择合理且有代表性,反射率曲线模拟方法能够准确描述黑土的实际光谱反射率。

英文摘要:

The hyperspectral reflectance characteristics of black soil in Heilongjiang province were analyzed quantitatively,and then the main characteristic controlling points of reflectance were determined and used to build soil reflectance prediction models;the relationship between organic matter content and reflectance and the coefficients of simulating models were studied,Black soil organic matter content spectral prediction models were built,and the feasibility of hyperspectral reflectance simulatiib method was discussed.The results are as follows:(1) Organic matter content is the determining factor of black soil reflectance characteristics in the range less than 1 000 nm.When the content is low,the covering effect of organic matter on the black soil parent matrix reflectance characteristics is very weak,there are two absorption vales at 500 and 640 nm;when the content reaches a certain content(about 5%),the reflectance characteristics of black soil parent matrix are totally covered by organic matter,and there is only one large absorption vale in the region caused by organic matter.(2) The spectral characteristic controlling points of black soil hyperspectral reflectance in the range of 450-930 nm are located at 450,500,590,660 and 930 nm,and divide the black soil reflectance into four parts.(3) Simulation models(linear,quadratic) rightly describe the characteristics of black soil hyperspectral reflectance,and the linear piecewise model shows a better performance.(4) The organic matter content prediction models with the coefficients of reflectance simulation models as independent variables are more precise than that based on soil reflectance and its derivate,which indicates that the characteristic controlling points for reflectance simulation models are selected reasonably and representatively,and the simulation models partly solve the data redundancy problem of soil hyperspectral reflectance,and improve the precision of black soil organic matter content prediction models with remote sensing

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期刊信息
  • 《光谱学与光谱分析》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国光学学会
  • 主编:高松
  • 地址:北京海淀区魏公村学院南路76号
  • 邮编:100081
  • 邮箱:chngpxygpfx@vip.sina.com
  • 电话:010-62181070
  • 国际标准刊号:ISSN:1000-0593
  • 国内统一刊号:ISSN:11-2200/O4
  • 邮发代号:82-68
  • 获奖情况:
  • 1992年北京出版局编辑质量奖,1996年中国科协优秀科技期刊奖,1997-2000获中国科协择优支持基础性高科技学术期刊奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),荷兰文摘与引文数据库,美国工程索引,美国生物医学检索系统,美国科学引文索引(扩展库),英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),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),英国英国皇家化学学会文摘,中国北大核心期刊(2000版)
  • 被引量:40642