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Cider fermentation process monitoring by Vis-NIR sensor system and chemometrics

机译:通过Vis-NIR传感器系统和化学计量学对苹果酒发酵过程进行监控

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摘要

Optimization of a multivariate calibration process has been undertaken for a Visible-Near Infrared (400-1100 nm) sensor system, applied in the monitoring of the fermentation process of the cider produced in the Basque Country (Spain). The main parameters that were monitored included alcoholic proof, L-lactic acid content, glucose + fructose and acetic acid content. The multivariate calibration was carried out using a combination of different variable selection techniques and the most suitable pre-processing strategies were selected based on the spectra characteristics obtained by the sensor system. The variable selection techniques studied in this work include Martens Uncertainty test, interval Partial Least Square Regression (iPLS) and Genetic Algorithm (GA). This procedure arises from the need to improve the calibration models prediction ability for cider monitoring. (C) 2016 Elsevier Ltd. All rights reserved.
机译:已经对可见近红外(400-1100 nm)传感器系统进行了多元校准过程的优化,该系统用于监测在巴斯克地区(西班牙)生产的苹果酒的发酵过程。监测的主要参数包括酒精度,L-乳酸含量,葡萄糖+果糖和乙酸含量。使用不同变量选择技术的组合进行多元校准,并根据传感器系统获得的光谱特征选择最合适的预处理策略。在这项工作中研究的变量选择技术包括Martens不确定度检验,区间偏最小二乘回归(iPLS)和遗传算法(GA)。此过程是由于需要提高用于苹果酒监控的校准模型的预测能力。 (C)2016 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Food Chemistry》 |2017年第15期|100-106|共7页
  • 作者单位

    IK4 Tekniker, Surface Chem Unit, Inaki Goenaga 5, Eibar 20600, Spain;

    IK4 Tekniker, Surface Chem Unit, Inaki Goenaga 5, Eibar 20600, Spain;

    Univ Basque Country, SGIKER UPV, Tolosa Hiribidea 7, Donosti 20018, Spain;

    Atten2 Adv Monitoring Technol, Inaki Goenaga 5, Eibar 20600, Spain;

    IK4 Tekniker, Elect & Comms Unit, Inaki Goenaga 5, Eibar 20600, Spain;

    IK4 Tekniker, Intelligent Informat Syst Unit, Inaki Goenaga 5, Eibar 20600, Spain;

    Univ Basque Country, Dept Analyt Chem, Bilbao 48080, Spain;

  • 收录信息 美国《科学引文索引》(SCI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Visible-Near Infrared; Cider; Fermentation; Chemometrics; Sensor system;

    机译:可见-近红外;苹果酒;发酵;化学计量学;传感器系统;

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