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梨可溶性固形物含量NIR與變量篩選無損檢測
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Measurement of Soluble Solids Content in Pear by FT-NIR Spectroscopy and Variable Selection
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    摘要:

    為提高利用近紅外光譜技術(shù)快速檢測梨可溶性固形物含量的精度和穩(wěn)定性,結(jié)合區(qū)間偏最小二乘和遺傳算法(iPLS-GA)來篩選校正模型中的特征光譜區(qū)和變量,,通過交互驗證法確定模型中的主成分因子數(shù)和篩選的變量,,并以預(yù)測均方根誤差(RMSEP)和相關(guān)系數(shù)(Rp)作為模型評價標(biāo)準(zhǔn)。試驗結(jié)果顯示:iPLS-GA最優(yōu)模型包含5個光譜區(qū),、50個變量和10個主成分因子,。最佳預(yù)測模型相關(guān)系數(shù)(Rp)和RMSEP 分別為0.9398和0.3250,研究結(jié)果表明近紅外光譜結(jié)合iPLS-GA算法可以準(zhǔn)確,、無損檢測梨的可溶性固形物含量,。

    Abstract:

    In determination of soluble solids content (SSC) in pear by FT-NIR spectroscopy technique, in order to improve precision and robustness, interval partial least square coupled with genetic algorithm (iPLS-GA) was used to select the efficient spectral regions and variables in calibrating model. Selections of spectral regions and variables were implemented by the cross-validation. The performance of the final model was evaluated according to the root mean square error of prediction (RMSEP) and correlation coefficient (Rp) in prediction sets. The results of final model were achieved as follow: the optimal iPLS-GA model was obtained with 10 PLS factors, when 5 spectral regions and 50 variables were selected, respectively. Rp and RMSEP of optimal model was 0.9398 and 0.3250 respectively by a prediction set. This work demonstrated that NIR spectroscopy with iPLS-GA could be applied successfully to determine the SSC in pear as a precise and nondestructive method. 

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朱偉興,江輝,陳全勝,郭建光.梨可溶性固形物含量NIR與變量篩選無損檢測[J].農(nóng)業(yè)機(jī)械學(xué)報,2010,41(10):129-133.Measurement of Soluble Solids Content in Pear by FT-NIR Spectroscopy and Variable Selection[J]. Transactions of the Chinese Society for Agricultural Machinery,2010,41(10):129-133.

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