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基于高光譜的柑橘葉片磷含量估算模型實(shí)驗(yàn)
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國(guó)家自然科學(xué)基金資助項(xiàng)目(30871450)、廣東省自然科學(xué)基金資助項(xiàng)目(S2012010009856)和省部產(chǎn)學(xué)研結(jié)合資助項(xiàng)目(2011B090400359)


Hyperspectral Estimation Model of Total Phosphorus Content for Citrus Leaves
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    摘要:

    以117株園栽羅崗橙為實(shí)驗(yàn)對(duì)象,分別在壯果促梢期和采果期2個(gè)不同發(fā)育階段采集234個(gè)數(shù)據(jù)樣本,高光譜反射數(shù)據(jù)構(gòu)成每個(gè)數(shù)據(jù)樣本中的高維矢量描述,用化學(xué)方法測(cè)得磷含量值作為樣本真實(shí)目標(biāo)值,用偏最小二乘法(PLS)及支持矢量回歸(SVR)2種多元回歸分析算法,在對(duì)反射光譜進(jìn)行各種形式預(yù)處理的基礎(chǔ)上對(duì)柑橘葉片磷含量進(jìn)行建模和磷含量預(yù)測(cè)。模型分別在校正集和測(cè)試集上進(jìn)行評(píng)估,取得最佳模型決定系數(shù)分別為0.905和0.881,均方誤差分別為0.005和0.004,平均相對(duì)誤差分別為0.0264和0.0312。實(shí)驗(yàn)結(jié)果表明:基于高光譜反射數(shù)據(jù)進(jìn)行磷含量預(yù)測(cè)是可行的。

    Abstract:

    Field experiments were conducted on 117 planted Luogang citrus trees in the crab village of Guangzhou. 234 pairs of data sample were collected in two different development stages, respectively, germination period and fruit picking period. Hyperspectral reflection data was used as high dimensional vector description. Phosphorus content measured by chemical method as true label and to predict the phosphorus content of citrus leaves. Two mainstream multivariate regression analysis algorithms, partial least squares and support vector regression, were used for modeling and prediction after various preprocessing on spectral reflectance data. Calibration and validation sets were used to evaluate the predictive performance of model. Two regression analysis methods respectively achieved coefficient of determination of 0.905 and 0.881, the MSE of 0.005 and 0.004, the mean relative error of 0.0264 and 0.0312, respectively. The experimental results showed that it is an effective way to predict phosphorus level based on hyperspectral reflection data.

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黃雙萍,洪添勝,岳學(xué)軍,吳偉斌,蔡坤,黎蘊(yùn)玉.基于高光譜的柑橘葉片磷含量估算模型實(shí)驗(yàn)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(4):202-207,195. Huang Shuangping, Hong Tiansheng, Yue Xuejun, Wu Weibin, Cai Kun, Li Yunyu. Hyperspectral Estimation Model of Total Phosphorus Content for Citrus Leaves[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(4):202-207,195.

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  • 在線發(fā)布日期: 2013-03-28
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