Optimizing the winemaking process: NIR spectroscopy and e‐nose analysis for the online monitoring of fermentation

酿酒 电子鼻 葡萄酒 化学计量学 化学 发酵 偏最小二乘回归 生化工程 工艺工程 多酚 制浆造纸工业 色谱法 计算机科学 食品科学 机器学习 有机化学 人工智能 工程类 抗氧化剂
作者
Eleonora Littarru,Margherita Modesti,Gianmarco Alfieri,Stefano Pettinelli,Giuseppe Floridia,Andrea Bellincontro,Chiara Sanmartin,Stefano Brizzolara
出处
期刊:Journal of the Science of Food and Agriculture [Wiley]
卷期号:105 (3): 1465-1475 被引量:9
标识
DOI:10.1002/jsfa.13336
摘要

Abstract BACKGROUND In the winemaking process, the rapid determination of specific quality parameters such as sugar content, pH, acidity, concentrations of phenolic compounds, anthocyanins and volatile organic compounds is crucial for high‐quality wine production. Traditional analytical methods allow for precise quantification of these parameters but are time‐consuming and expensive. This article explores the potential application of non‐destructive analytical technique (NDAT) (near infra‐red [NIR] and e‐nose), as efficient alternatives for online monitoring of fermentation working on two different winemaking tanks and applying chemometrics to develop predictive models to correlate non‐destructive and analytical data. RESULTS NIR measurements have been used to build principal components regression models, showing good prediction capability for polyphenols, anthocyanins, glucose and fructose. Both offline and online e‐nose applications demonstrate good capability of discriminating different fermentation phases, in agreement with aromatic profile changes observed via gas chromatography‐mass spectrometry analysis. Moreover, correlation analysis reveals the potential of quartz microbalances, Taguchi Gas Sensors and H 2 S sensors in predicting the concentration of compounds of great interest for winemaking (e.g. C6 alcohols, ketones, terpenes and ethyl esters) highlighting the robust connection between sensor data and specific chemical classes. CONCLUSION This research aims to showcase the potential employment of NDAT for online monitoring the evolution of must composition during fermentation. The proposed methods could potentially fulfil a longstanding requirement of winemakers, enabling them to closely monitor fermentation allowing the timely making of important technical decisions aimed at achieving oenological objectives in wine production. © 2024 Society of Chemical Industry.
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