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采用电子舌获取的伏安信号的多元校准来预测与葡萄成熟相关的参数。

Prediction of parameters related to grape ripening by multivariate calibration of voltammetric signals acquired by an electronic tongue.

机构信息

Dipartimento di Scienze Chimiche e Geologiche, Università degli Studi di Modena e Reggio Emilia, Via G. Campi, 103, 41125 Modena, Italy; Centro Interdipartimentale BIOGEST-SITEIA, Università di Modena e Reggio Emilia, Padiglione Besta, Via Amendola, 2, 42122 Reggio Emilia, Italy.

Dipartimento di Scienze Chimiche e Geologiche, Università degli Studi di Modena e Reggio Emilia, Via G. Campi, 103, 41125 Modena, Italy; Centro Interdipartimentale BIOGEST-SITEIA, Università di Modena e Reggio Emilia, Padiglione Besta, Via Amendola, 2, 42122 Reggio Emilia, Italy.

出版信息

Talanta. 2018 Feb 1;178:178-187. doi: 10.1016/j.talanta.2017.09.027. Epub 2017 Sep 12.

Abstract

An electronic tongue (ET) consisting of two voltammetric sensors, namely a poly-ethylendioxythiophene modified Pt electrode and a sonogel carbon electrode, has been developed aiming at monitoring grape ripening. To test the effectiveness of device and measurement procedures developed, samples of three varieties of grapes have been collected from veraison to harvest of the mature grape bunches. The derived musts have been then submitted to electrochemical investigation using Differential Pulse Voltammetry technique. At the same time, quantitative determination of specific analytical parameters for the evaluation of technological and phenolic maturity of each sample has been performed by means of conventional analytical techniques. After a preliminary inspection by principal component analysis, calibration models were calculated both by partial least squares (PLS) on the whole signals and by the interval partial least squares (iPLS) variable selection algorithm, in order to estimate physico-chemical parameters. Calibration models have been obtained both considering separately the signals of each sensor of the ET, and by proper fusion of the voltammetric data selected from the two sensors by iPLS. The latter procedure allowed us to check the possible complementarity of the information brought by the different electrodes. Good predictive models have been obtained for estimation of pH, total acidity, sugar content, and anthocyanins content. The application of the ET for fast evaluation of grape ripening and of most suitable harvesting time is proposed.

摘要

一种由两个伏安传感器组成的电子舌(ET),即聚乙二氧噻吩修饰的铂电极和溶胶 - 凝胶碳电极,已经被开发出来,旨在监测葡萄成熟过程。为了测试该设备和开发的测量程序的有效性,从转色期到成熟葡萄串收获期采集了三个品种的葡萄样本。然后使用差分脉冲伏安法技术对衍生的葡萄汁进行电化学研究。同时,通过常规分析技术对每个样本的技术和酚类成熟度的特定分析参数进行定量测定。通过主成分分析进行初步检查后,通过偏最小二乘法(PLS)在整个信号上以及间隔偏最小二乘法(iPLS)变量选择算法上计算校准模型,以估计物理化学参数。通过分别考虑 ET 中每个传感器的信号,以及通过 iPLS 从两个传感器中选择的伏安数据的适当融合,获得了校准模型。后一种方法可以检查不同电极提供的信息的互补性。已经为 pH 值、总酸度、糖含量和花青素含量的估计获得了良好的预测模型。提出了应用 ET 快速评估葡萄成熟度和最适合收获时间的方法。

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