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西红柿成熟度的近红外漫透射光谱无损检测

Non-destructive measurement of tomato maturity by near-infrared diffuse transmission spectroscopy

  • 摘要: 为了证实以近红外漫透射光谱技术结合化学计量学方法能有效实现西红柿成熟度的检测,采用美国海洋光学公司的QE65000光谱仪取得了西红柿的漫透射光谱数据,采用日本柯尼卡美能达CR-10反射式色差计取得了亮度、红绿色相、黄蓝色相和总色差颜色数据; 通过标准数学建模方法建立了颜色模型,并通过偏最小二乘回归校正算法建立了近红外光谱模型。结果表明,两组模型都是以红绿色相指标建模时效果最佳,在99个未知样品数据中,预测模型的颜色模型误判情况分别为未成熟0%、半成熟33.33%、成熟0%;而近红外预测模型的误判情况分别为未成熟32.14%、半成熟50%、成熟0%。该研究验证了近红外光谱技术对西红柿成熟度进行无损检测的可行性,这对实现西红柿的快速、批量分选具有一定的实际意义。

     

    Abstract: In order to prove that near-infrared diffuse transmission spectroscopy combining with chemometrics can effectively detect the maturity of tomatoes, diffuse transmission spectroscopy data of tomatoes were obtained by using QE65000 spectrometer of Ocean Optics Company of America, and the color datum of brightness, red and green, yellow blue color and total chromatic aberration were obtained by using CR-10 reflectance colorimeter of Konica Minolta of Japan. The color model was established by the standard mathematical modeling method, and the near infrared spectroscopy model was established by the partial least squares regression correction algorithm. The results show that, the red-green phase index was the best for both models. Among the 99 unknown samples, the misjudgments of the color model were immature 0%, semi-mature 33.33% and mature 0%, while the misjudgments of the near-infrared spectroscopy prediction model were immature 32.14%, semi-mature 50% and mature 0% respectively. This study verifies the feasibility of non-destructive detection of tomato maturity by near infrared spectroscopy, which has a certain practical significance for rapid and batch sorting of tomatoes.

     

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