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荒漠-绿洲交错带土壤N、P、K含量的高光谱反演模型
引用本文:栾福明,熊黑钢,王芳,张芳.荒漠-绿洲交错带土壤N、P、K含量的高光谱反演模型[J].中国沙漠,2014,34(5):1320-1328.
作者姓名:栾福明  熊黑钢  王芳  张芳
作者单位:1. 中国科学院新疆生态与地理研究所, 新疆 乌鲁木齐 830011;2. 中国科学院大学, 北京 100049;3. 北京联合大学应用文理学院, 北京 100083;4. 新疆大学 资源与环境科学学院, 新疆 乌鲁木齐 830046
基金项目:国家自然科学基金项目(41171165,41261049)资助
摘    要:利用新疆奇台县荒漠-绿洲交错带的75个土壤样本,选取土壤可见光-近红外光谱的反射率(R)、光谱反射率倒数之对数(lg(1/R))、光谱反射率一阶导数(FDR)和光谱波段深度(Depth)4个指标,分析了其与土壤N、P、K元素含量的关系,分别建立了反演模型并对其精度进行了检验。结果表明:可见光-近红外反射光谱快速估算荒漠-绿洲交错带土壤N、P、K元素含量的潜力大,其预测精度由高到低的排列顺序为:N>P>K。不同光谱指标反演模型的精度各异,指标Depth和FDR的预测效果明显优于lg(1/R)和R,对N和P元素的拟合效果为:lg(1/R)
关 键 词:土壤光谱  养分元素  反演模型  奇台县  
收稿时间:2013-03-03;
修稿时间:2013-08-12

Hyperspectral Reflectance Inversion Models on Content of N,P, K of Soil in Oasis-Desert Ecotone
Luan Fuming,Xiong Heigang,Wang Fang,Zhang Fang.Hyperspectral Reflectance Inversion Models on Content of N,P, K of Soil in Oasis-Desert Ecotone[J].Journal of Desert Research,2014,34(5):1320-1328.
Authors:Luan Fuming  Xiong Heigang  Wang Fang  Zhang Fang
Institution:1. Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi 830011, China;2. University of Chinese Academy of Sciences, Beijing 100049, China;3. College of Art and Science, Beijing Union University, Beijing 100083, China;4. College of Resources and Environment Science, Xinjiang University, Urumqi 830046, China
Abstract:With 75 soil samples collected in Qitai County,Xinjiang, the spectral reflectance (R), logarithm of reciprocal spectral reflectance (lg(1/R)), first derivative spectral reflectance(FDR)and spectral band depth(Depth)were used to analyze the relationship between the visible-near infrared (VNIR) spectrum and the content of the nutrient elements N、P、K of the soil. Prediction models were established with tested precision levels. The results showed that: the VNIR had great potential to estimate rapidly three nutrient elements content of soil, and the order of prediction accuracy values for the nutrient elements was: N>P>K. The inversion model accuracy varied on different spectral indicators, and the predictive effect for Depth and FDR were obviously superior to lg (1/R) and R. The fitting effect of N and P elements was: lg(1/R)
Keywords:soil spectrum  nutrient elements  inversion model  Qitai County
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