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Discrimination between Transgenic and Non-transgenic Tomatoes with Different Maturities Using Chemometrics and Visible/near-infrared Spectra

机译:使用化学计量学和可见/近红外光谱,具有不同熟实的转基因和非转基因西红柿的歧视

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Visible/near-infrared (Vis/NIR) spectroscopy combined with chemometics methods was used to examine the feasibility to non-destructively distinguish transgenic tomatoes from non-transgenic tomatoes with different maturities. Two hundred and five tomatoes were scanned in the Vis/NIR diffuse reflectance mode. Principal component analysis (PCA) and discriminant analysis (DA) were applied to classify tomatoes with different genes. To improve the result, different spectral pre-treatments including multiplicative scattering correction (MSC) and Standard normal variate (SNV) were used. The results show the potential of Vis/NIR spectroscopy to discriminate transgenic tomatoes from non-transgenic ones at the same maturity with accuracy up to 95.61%. At the same time, Vis/NIR spectroscopy can be used to classify green and red tomatoes, no matter what variety the tomato was. However, transgenic and non-transgenic tomatoes with different maturities can not be recognized well. It can be concluded that the recognition accuracy is affected by pigment.
机译:可见/近红外(VIS / NIR)光谱与化学计量方法相结合,检查从非转基因西红柿的非破坏性区分转基因番茄的可行性。在VI / NIR漫反射模式下扫描了两百五个西红柿。应用主成分分析(PCA)和判别分析(DA)以将西红柿与不同基因分类。为了改善结果,使用包括乘法散射校正(MSC)和标准正常变化(SNV)的不同光谱预处理。结果表明Vis / Nir光谱的潜力,以在相同成熟度的非转基因中鉴别转基因西红柿,精度高达95.61%。同时,无论番茄是多么多品种,都可以使用VIS / NIR光谱学可用于分类绿色和红色西红柿。然而,无法识别出不同熟实的转基因和非转基因西红柿。可以得出结论,识别准确性受颜料的影响。

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