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基于主成分分析的植被含水率模型
  • ISSN号:1001-070X
  • 期刊名称:国土资源遥感
  • 时间:2013
  • 页码:38-42
  • 分类:TP75[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]
  • 作者机构:[1]成都理工大学地学空间信息技术国土资源部重点实验室,成都610059
  • 相关基金:国家自然科学基金项目(编号:41071265)和2010年度高等学校博士学科点专项科研基金项目(编号:20105122110006)共同资助.
  • 相关项目:岷江上游毛儿盖地区"生态水"遥感量化研究
中文摘要:

为了对岷江上游"生态水"的估测提供有效的数据源和方法,利用高光谱遥感技术定量研究了植被反射光谱与植被含水率的关系,测定了研究区多个采样点棕榈叶片的反射光谱和对应的含水率,通过二者的相关分析和逐步回归的方法提取敏感波段;为避免敏感波段之间相关性影响,采用主成分分析法提取主成分,建立主成分与含水率的定量分析模型,并建立主成分与标准自变量的回归方程,然后建立各个标准变量与原始自变量(反射光谱敏感波段)的回归方程,最终转换为植被含水率与反射光谱之间的模型。结果表明:棕榈叶片反射光谱在454 nm,668 nm,1 466 nm,1 664 nm和1 924 nm波段处与含水率显著相关;采用主成分定量分析模型的估算值与实测值相关系数为0.92,均方根误差为0.06。

英文摘要:

In this paper,hyperspectral remote sensing technology was applied to the quantitative study of the relationship between the reflectance spectra of vegetation and vegetation moisture content,and reliable data were obtained for the study of vegetation water content as one of the "Eco-water"information parameters.Sensitive bands were extracted by relevance analysis and stepwise regression of the reflectance spectra and the moisture content of palm leaves collected in the sampling points.In avoidance of the interaction of sensitive bands,the relationship between principal constituents and moisture content was identified as a transition in the first place by extracting principal constituents using principal component analysis,the regression equation of every principal component and standard variables was established,the equation of regression between every standard variable and original variables was also established and,finally,the model of the relationship between vegetation moisture content and reflectance spectra was obtained from translating the transition model.The results showed that the reflectance spectra of palm leaves had significant correlation with vegetation water content at 454 nm,668 nm,1 466 nm,1 664 nm and 1 924 nm,and that the relative correlation between the predicted values obtained in the niche model and the monitoring values was 0.92,with the root mean square error being 0.06.

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期刊信息
  • 《国土资源遥感》
  • 北大核心期刊(2011版)
  • 主管单位:国土资源部
  • 主办单位:中国国土资源航空物探遥感中心
  • 主编:唐文周
  • 地址:北京海淀区学院路31号航空物探遥感中心
  • 邮编:100083
  • 邮箱:gtzyyg@163.com
  • 电话:010-62060291 62060292
  • 国际标准刊号:ISSN:1001-070X
  • 国内统一刊号:ISSN:11-2514/P
  • 邮发代号:82-344
  • 获奖情况:
  • 中国科技核心期刊,《CAJ-CD》执行优秀奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,中国中国科技核心期刊,中国北大核心期刊(2011版),中国北大核心期刊(2014版)
  • 被引量:9707