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Feasibility of using spectral profiles for modeling water activity in five varieties of white quinoa grains

机译:利用光谱图对五种白藜麦谷物水分活度进行建模的可行性

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摘要

In this paper, the feasibility of using spectral profiles for modeling water activityawin white quinoa grains(Chenopodium quinoa Willd.)is studied. For this purpose, five hundred samples of five white varieties were stabilized at differentawvalues using the isopiestic method. Next, hyperspectral images (HSIs) of ten grains for each combination (variety,awvalue), covering the range of 400–1000 nm were acquired, and mean spectral for each grain extracted. Then, due to a linear relationship that the spectral profiles are shown, the modeling was performed withawvalues over 0.741 using partial least square regression (PLSR). From total spectra, three hundred spectrum were selected and randomly divided into training and validation sets. The results shown coefficient of determination from 0.59 to 0.834 concluding than forawover 0.741, HSI + PLSR show potential forawprediction in white quinoa grains.
机译:本文研究了利用光谱图对白藜麦藜(Chenopodium quinoa Willd。)的水分活度进行建模的可行性。为此,使用同构方法将五个白色品种的500个样品稳定在不同的值。接下来,获取涵盖400-1000,nm范围的每种组合(品种,值)的十个谷物的高光谱图像(HSI),并提取每个谷物的平均光谱。然后,由于显示了光谱轮廓的线性关系,使用偏最小二乘回归(PLSR)在超过0.741的值处执行了建模。从总光谱中选择了300个光谱并将其随机分为训练集和验证集。结果显示,确定系数从0.59到0.834,低于预测值0.741,HSI + PLSR显示了在白藜麦谷物中的潜在预测值。

著录项

  • 来源
    《Journal of food engineering》 |2018年第12期|95-102|共8页
  • 作者单位

    Facultad de Ingeniería, Universidad Privada del Norte;

    Escuela Profesional de Ingenieria Agroindustrial, Universidad Nacional del Altiplano;

    Escuela Profesional de Ingenieria Agroindustrial, Universidad Nacional del Altiplano;

    Facultad de Ingeniería Zootecnista, Agronegocios y Biotecnología, Universidad Nacional Toribio Rodríguez de Mendoza de Amazonas;

    Escuela Profesional de Ingenieria Agroindustrial, Universidad Nacional del Altiplano;

    Centro Universitario de los Valles, Universidad de Guadalajara;

    Centro Universitario de los Valles, Universidad de Guadalajara;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Quinoa grains; Water activity; HSI; PLSR;

    机译:藜麦谷物;水分活度;恒指;PLSR;

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