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香根草葉片鉛含量的近紅外光譜快速檢測
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國家自然科學(xué)基金資助項目(61178036)、江西省贛鄱人才555工程領(lǐng)軍人才計劃和高端人才引進(jìn)計劃資助項目和江西省光電檢測工程技術(shù)研究中心資助項目


Fast Detection of Heavy Metal Lead (Pb) in Vetiver Grass Leaves Using Near Infrared Spectroscopy
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    摘要:

    提出了一種應(yīng)用近紅外光譜技術(shù)快速檢測香根草葉內(nèi)重金屬鉛含量的方法,采用多種預(yù)處理方法建立偏最小二乘法(PLS)模型并對建模效果對比分析,得出最優(yōu)預(yù)處理方法。結(jié)合不同波段選擇方法優(yōu)化PLS模型參數(shù),建立了香根草葉內(nèi)重金屬鉛含量定量分析模型,預(yù)測決定系數(shù)R2為0.87,預(yù)測均方根誤差RMSEP為0.18。研究結(jié)果表明,利用近紅外光譜技術(shù)快速定量檢測香根草葉內(nèi)重金屬鉛含量具有可行性。

    Abstract:

    Heavy mental ionsin plants always have complex chelation with the organic molecular groups that have the near-infrared spectral (NIRS) absorptions. Therefore heavy mental ions in plants can be indirectly detected by using INRS technique basing on the chelation. An application of near infrared spectral technology fast detecting heavy metal lead (Pb) in vetiver grass leaves was analyzed. Combined with partial least squares (PLS), different preprocessing methods including smoothness, standard normal variate, baseline correction, multiplicative scatter correction, first derivative and second derivative were compared, model parameters were optimized by different wavelength selection methods including genetic algorithm, interval partial least square and successive projections algorithm, established the fast detection models of heavy metal Pb in vetiver grass leaves. The results showed that the external validation determination coefficient (R2) and root mean square error of prediction (RMSEP) was 0.87 and 0.18 separately. The study shows that the fast detection of heavy metal Pb in vetiver grass leaves using INRS technique is feasible.

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劉燕德,施 宇.香根草葉片鉛含量的近紅外光譜快速檢測[J].農(nóng)業(yè)機械學(xué)報,2014,45(3):232-236. Liu Yande, Shi Yu. Fast Detection of Heavy Metal Lead (Pb) in Vetiver Grass Leaves Using Near Infrared Spectroscopy[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(3):232-236.

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  • 收稿日期:2013-04-08
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  • 在線發(fā)布日期: 2014-03-10
  • 出版日期: 2014-02-10