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翠冠梨堅(jiān)實(shí)度可見/近紅外光譜在線檢測(cè)
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國(guó)家星火計(jì)劃資助項(xiàng)目(2010GA700024)


On-line Detection of Firmness of ‘Cuiguan’ Pear Using Visible/Near Infrared Spectrum
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    摘要:

    采用可見/近紅外光譜技術(shù)對(duì)翠冠梨的堅(jiān)實(shí)度進(jìn)行在線檢測(cè)研究,并對(duì)不同預(yù)處理方法和不同平滑點(diǎn)數(shù)的影響進(jìn)行研究。試驗(yàn)采用USB4000微型光纖光譜儀在0.5m/s的水果運(yùn)動(dòng)速度下采集翠冠梨的透射光譜,并應(yīng)用偏最小二乘(PLS)算法建立預(yù)測(cè)模型。試驗(yàn)樣品為176個(gè),119個(gè)樣品作為校正集,57個(gè)樣品作為預(yù)測(cè)集。研究結(jié)果表明,應(yīng)用可見/近紅外光譜技術(shù)檢測(cè)翠冠梨的堅(jiān)實(shí)度是可行的,確定580~840nm為較合適的建模波段;光譜經(jīng)一階微分和變量標(biāo)準(zhǔn)化(SNV)處理后建立的預(yù)測(cè)模型性能最優(yōu),其相關(guān)系數(shù)R為0.820,校正標(biāo)準(zhǔn)差為2.50N,預(yù)測(cè)標(biāo)準(zhǔn)差為3.02N;對(duì)于S-G平滑處理,5點(diǎn)S-G平滑的效果最好,其相關(guān)系數(shù)R為0.848,校正標(biāo)準(zhǔn)差為2.31N,預(yù)測(cè)標(biāo)準(zhǔn)差為2.85N。

    Abstract:

    The objective of this research was to measure firmness of‘Cuiguan’ pears on-line by using visible/near infrared spectrum, also the effect of different pretreatment methods and different points of smoothness on calibration performance were studied. The spectrometer of USB4000 was used to acquire the spectra of ‘Cuiguan’ pears at fruit moving speed of 0.5m/s, and partial least squares (PLS) was used to develop calibration. The total number of samples used was 176, and 119 samples were used as calibration set, 57 samples were used as validation set. The results indicated that it was feasible to measure firmness of ‘Cuiguan’ pears by using visible/near infrared spectrum, and wavelength range of 580~840nm was suitable for calibration. The best calibration performance was obtained when using spectra pretreated by first derivative combined with SNV, the correlation coefficient, root mean square error of calibration (RMSEC) and root mean square error of validation (RMSEP) were 0.820, 2.50N and 3.02N, respectively. For Savitzky-Golay method, the five data points obtained the best calibration, the correlation coefficient, RMSEC and RMSEP were 0.848, 2.31N and 2.85N, respectively.

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馬廣,孫通.翠冠梨堅(jiān)實(shí)度可見/近紅外光譜在線檢測(cè)[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2013,44(7):170-173. Ma Guang, Sun Tong. On-line Detection of Firmness of ‘Cuiguan’ Pear Using Visible/Near Infrared Spectrum[J]. Transactions of the Chinese Society for Agricultural Machinery,2013,44(7):170-173.

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  • 在線發(fā)布日期: 2013-06-20
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