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基于連續(xù)統(tǒng)去除法的冬小麥葉片全氮含量估算
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國家高技術(shù)研究發(fā)展計劃項目(2013AA102401)和中央高校基本科研業(yè)務(wù)費專項資金項目(2452017108)


Estimation of Winter Wheat Leaf Nitrogen Content Based on Continuum Removed Spectra
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    摘要:

    以陜西省關(guān)中地區(qū)冬小麥小區(qū)試驗為基礎(chǔ),獲取不同生育期冬小麥的冠層高光譜數(shù)據(jù),提取其連續(xù)統(tǒng)去除光譜和7類吸收特征參數(shù),對比原始冠層光譜和連續(xù)統(tǒng)去除光譜對葉片氮含量的響應(yīng),分析連續(xù)統(tǒng)去除光譜吸收特征參數(shù)對葉片氮含量的估算能力。結(jié)果表明:連續(xù)統(tǒng)去除光譜在721~727nm波段與葉片氮含量呈極顯著負相關(guān),相關(guān)系數(shù)為-0.851;吸收特征參數(shù)增強了對葉片氮含量的估算能力,400~550nm波段吸收特征參數(shù)與葉片氮含量的相關(guān)性弱于550~770nm波段;葉片氮含量與550~770nm 和400~770nm的吸收峰總面積、吸收峰左面積以及吸收峰右面積呈顯著正相關(guān),與面積歸一化最大吸收深度呈顯著負相關(guān),且相關(guān)系數(shù)絕對值均在0.8以上;550~770nm波段的吸收峰總面積建立的葉片氮含量指數(shù)估算模型精度最高,R2達到0.82,模型檢驗結(jié)果穩(wěn)定,可用來定量估算冬小麥葉片氮素含量水平。

    Abstract:

    Based on plot experiments of winter wheat in Guanzhong area of Shaanxi Province, canopy hyper-spectral reflectance data was collected at different winter wheat growth stages. Seven absorption features were calculated based on continuum removed spectra of original canopy spectrum, which were used to explore the quantitative relationship with leaf nitrogen content. The results showed that continuum removed processing enlarged the small differences inherent in original canopy spectra and absorption characteristics controlled by nitrogen stress. The continuum removal spectra obviously improved the correlationship between original canopy reflectance and leaf nitrogen content. It was negatively correlated with leaf nitrogen content in 721~727nm with determination coefficient of -0.851. The absorption characteristics parameters improved the leaf nitrogen estimation accuracy compared with sensitive bands, and the estimation accuracy by absorption parameters in 550~770nm performed well than that by the variables in 400~550 significantly. Between all the absorption parameters in 550~770nm and 400~770nm bands, the total absorption area, left absorption area, right absorption area and area normalized maximal absorption deep gave more stable achievements than the others, and passed the significant test at P<0.01 level with absolute value of correlation coefficient over 0.8. The best prediction model was built by total absorption area in 550~770nm with determination coefficient of 0.82 with exponential formation. Accuracy test also confirmed the conclusion that the prediction model by total absorption area in 550~770nm was more suitable for estimating the leaf nitrogen content of winter wheat quantificationally.

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李粉玲,常慶瑞.基于連續(xù)統(tǒng)去除法的冬小麥葉片全氮含量估算[J].農(nóng)業(yè)機械學(xué)報,2017,48(7):174-179. LI Fenling, CHANG Qingrui. Estimation of Winter Wheat Leaf Nitrogen Content Based on Continuum Removed Spectra[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(7):174-179.

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  • 收稿日期:2016-10-27
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  • 在線發(fā)布日期: 2017-07-10
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