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生菜葉中磷含量的光譜定量分析
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國家自然科學(xué)基金資助項目(61233006)、“十二五”國家科技支撐計劃資助項目(2014BAD08B03)、江蘇省普通高校研究生科研創(chuàng)新計劃資助項目(CXZZ13_0690)和江蘇高校優(yōu)勢學(xué)科建設(shè)工程資助項目(蘇政辦發(fā)(2011)6號)


Quantitative Determination of Phosphorus in Lettuce Leaf Using Spectroscopy
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    摘要:

    為快速、準(zhǔn)確檢測生菜葉內(nèi)的磷含量,提出了應(yīng)用光譜技術(shù)結(jié)合化學(xué)計量法無損檢測生菜葉內(nèi)磷含量的方法。通過獲取不同施磷量下生菜葉片于波長350~2500nm處的反射光譜,對光譜數(shù)據(jù)進行5點平滑和一階導(dǎo)數(shù)變換后,利用聯(lián)合區(qū)間偏最小二乘算法(siPLS)提取了與生菜葉磷元素相關(guān)的4個特征波段,即950~1070nm, 1430~1549nm,1906~2025nm和2144~2263nm。進一步利用連續(xù)投影算法(SPA)對全光譜波段和4個特征波段進行特征波長提取,分別篩選出變量63個和25個。分別對4個特征波段、63個和25個特征波長進行主成分降〖JP2〗維,當(dāng)主成分?jǐn)?shù)分別為7、5和4時,隱含層神經(jīng)元數(shù)分別為7、5和3時,建立了siPLS+BPANN,SPA+BPANN,siPLS+〖JP〗SPA+BPANN生菜葉磷含量檢測模型。研究結(jié)果表明:siPLS+SPA+BPANN模型的預(yù)測結(jié)果優(yōu)于其他模型,驗證集相關(guān)系數(shù)為0.911,驗證均方根誤差為479mg/kg。

    Abstract:

    In order to evaluate comprehensively lettuce leaves phosphorus content and precisely control phosphorus fertilizer quantity, the specific aim of this study was to attempt a strategy for measurement of phosphorus content integrating spectroscopy together with synergy interval partial least square (siPLS) and back propagation artificial neural network (BPANN). Leaves reflectance was acquired with a Fieldspec 3 spectroradiometer that provides measurements in the 350~2500nm spectral range, and then five points smoothed and first order derivative transform were used to eliminate noise effects. siPLS was used to search for the optimal spectral intervals, which corresponded to 950~1070nm, 1430~1549nm,1906~2025nm and 2144~2263nm. 63 wavelengths were selected from 350~2500nm and 25 wavelengths were selected from four optimal intervals by successive projections algorithm (SPA). Principal component analysis (PCA) was implemented on the spectra intervals or variables, finally 7, 4 and 5 PCs were obtained. The siPLS+BPANN, SPA+BPANN, siPLS+SPA+BPANN models were achieved when the number of neurons in the hidden layer was 7, 5 and 3. It was conclude that spectroscopy combined with siPLS+SPA+BPANN were feasible to measure phosphorus content in lettuce, which had better performance than others model, correlation coefficient for the prediction set was 0.911, root mean square error of the prediction set was 479mg/kg.

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高洪燕,毛罕平,張曉東.生菜葉中磷含量的光譜定量分析[J].農(nóng)業(yè)機械學(xué)報,2014,45(S1):276-280. Gao Hongyan, Mao Hanping, Zhang Xiaodong. Quantitative Determination of Phosphorus in Lettuce Leaf Using Spectroscopy[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(S1):276-280.

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  • 收稿日期:2014-07-31
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  • 在線發(fā)布日期: 2014-11-15
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