苹果叶片氮素含量快速检测模型
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国家自然科学基金资助项目(31071330)


Rapid Determination Model of Apple Leaf Nitrogen Content
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    摘要:

    利用UV—2450型光谱分析仪测量苹果叶片光谱反射率,同时在实验室利用凯氏定氮法测量苹果叶片的氮素质量比,建立了适用于便携式检测仪的苹果叶片氮素含量快速检测模型。研究了苹果叶片光谱特性并进行了光谱反射率与氮素的相关性分析,获得了两个氮素敏感波长652nm和772nm。同时,利用分段减量精细采样法,构建了350~730nm与740~880nm波段内所有两两波段形成的归一化植被指数NDVI, 并获取了与氮素含量相关性最高的波段组合(859nm,364nm)来构建苹果树NDVI。最后建立了基于苹果树NDVI、652nm处反射率以及772nm处反射率的偏最小二乘回归模型,建模精度达到0.9048,均方根误差为0.1597,检验模型精度达到0.917,均方根误差为0.2833。

    Abstract:

    The visible and near infrared spectral reflectance was measured for the leaves by using Shimadzu UV—2450 spectrograph. At the same time, the nitrogen content of apple tree leaves were measured in Kjeldahl nitrogen method. The rapid determination model of apple leaf nitrogen content suitable for portable detector was built. The spectral properties were explored and the analysis of correlation was conducted among the nitrogen content of apple tree leaves and their spectral reflectance. Then two sensitive wavebands (652nm, 772nm) were obtained. At the same time, by adopting the method of segment reduced precise sampling, the detailed NDVI within the range of 350~730nm and 740~880nm were constructed, and then the wavebands (859nm,364nm) of the highest correlation with nitrogen content were selected to construct NDVI for apple tree. Finally the nitrogen partial least square regression model of apple tree leaves was established based on apple tree NDVI (859nm,364nm) and reflectance at 652nm and 772nm. The R2 of the calibration model reached to 0.9048, RMSEC was 0.1597, and the R2 of predicted model reached to 0.917, RMSEP was 0.2833. The model reaches practical level and can be used as the nitrogen content rapid determination model to develop a portable apple tree nutrition detector.

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张瑶,郑立华,李民赞,邓小蕾.苹果叶片氮素含量快速检测模型[J].农业机械学报,2012,43(Z1):300-304. Zhang Yao, Zheng Lihua, Li Minzan, Deng Xiaolei. Rapid Determination Model of Apple Leaf Nitrogen Content[J]. Transactions of the Chinese Society for Agricultural Machinery,2012,43(Z1):300-304

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  • 在线发布日期: 2012-11-08
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