Assessment of maturity of Loire Valley wine grapes by mid-infrared spectroscopy

Q2 Agricultural and Biological Sciences Journal International Des Sciences De La Vigne et Du Vin Pub Date : 2010-12-31 DOI:10.20870/OENO-ONE.2010.44.4.1477
D. Picque, P. Lieben, P. Chrétien, J. Béguin, Laurence Guerin
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引用次数: 9

Abstract

Aim: The objective of the present study was to assess the ripening of grapes collected at different stages of maturation between the “veraison” and harvest periods from mid-infrared spectroscopy (MIRS) analysis.Methods and results: Grape berries of Cabernet Franc collected in two locations of the Loire Valley region (Touraine and Anjou), from 28 vine plots and during two vintages (2005 and 2006) were analysed. With principal component analysis (PCA) of spectral data of grape musts, different levels of ripening were described during the three to four weeks before harvest. A separation according to origin (Touraine or Anjou) was also observed and confirmed by the results of partial least squares (PLS) discriminant analysis (88 % of correct classification). Similar evolutions and geographical discriminations were obtained for specific physicochemical parameters. By PLS regression, good predictions of titratable acidity and sugar concentration from berry spectral data were obtained, with root mean square error of prediction (RMSEP) of 0.53 g/L for titratable acidity (expressed in H2SO4) and 8 g/L for sugar concentration. Moreover, when the data from only one of the regions were considered, the predictions of titratable acidity and sugar concentration were improved and those of real acidity (pH) and maturity index were then satisfactory. The RMSEP values for samples from Touraine and Anjou were reduced, respectively, to 0.05 and 0.02 units for pH, 0.4 and 0.12 g/L for titratable acidity (expressed in H2SO4), 6.6 and 3.2 g/L for sugar concentration, and 5 and 2.2 units for maturity index.Conclusion: Spectroscopic and classic chemical analyses of grape berries yielded highly similar results. The evolution of berries from “veraison” to harvest can be characterized according to both time course and region. The samples showed similar PCA results for chemical and IR spectra parameters. PLS regression between chemical and spectral data showed that Fourier transform IR is a good method to predict acidity and sugar concentration throughout ripening. And the results for these parameters, as well as for pH, maturity index and anthocyanin concentration, are improved if the regressions are calculated from sample sets restricted to a single growing region. Consequently, a calibration model is required for each grape geographical origin.Significance and impact of the study: The potential of MIRS was demonstrated for the quantification of the main indicators of maturity during berry ripening. Furthermore, these spectra can be used to estimate grape maturity in particular in reference to a spectral database established over several years of study. The association infrared spectroscopy, chemometric methods and database will help to monitor ripening and to determine the optimum harvest date.
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中红外光谱法评价卢瓦尔河谷酿酒葡萄的成熟度
目的:本研究的目的是利用中红外光谱(MIRS)分析来评估在不同成熟阶段采集的葡萄在“变”期和采收期之间的成熟情况。方法和结果:对卢瓦尔河谷地区两个地点(都兰和安茹)28个葡萄园和两个年份(2005年和2006年)的品丽珠葡萄浆果进行了分析。利用光谱数据的主成分分析(PCA),在收获前的3 ~ 4周内描述了不同程度的成熟。根据产地(图兰或安茹)也观察到分离,并由偏最小二乘(PLS)判别分析结果证实(正确率为88%)。在特定的理化参数上得到了相似的演化和地理区别。通过PLS回归,可以较好地预测浆果光谱数据的可滴定酸度和糖浓度,可滴定酸度(以H2SO4表示)和糖浓度的预测均方根误差(RMSEP)分别为0.53 g/L和8 g/L。此外,当只考虑其中一个区域的数据时,可滴定酸度和糖浓度的预测得到了改进,实际酸度(pH)和成熟度指数的预测也令人满意。图兰和安茹样品的RMSEP值分别为pH值0.05和0.02单位,可滴定酸度(以H2SO4表示)为0.4和0.12 g/L,糖浓度为6.6和3.2 g/L,成熟度指数为5和2.2单位。结论:葡萄果实的光谱分析和经典化学分析结果非常相似。浆果从“变”到收获的演变过程可以根据时间和地域来表征。样品的化学和红外光谱参数具有相似的主成分分析结果。化学数据和光谱数据之间的PLS回归表明,傅里叶变换红外光谱是预测成熟过程中酸度和糖浓度的好方法。如果从单一生长区域的样本集进行回归计算,这些参数以及pH、成熟度指数和花青素浓度的回归结果都得到了改善。因此,每个葡萄产地都需要一个校准模型。研究的意义和影响:证明了MIRS在浆果成熟过程中主要成熟度指标量化方面的潜力。此外,这些光谱可以用来估计葡萄成熟度,特别是参考光谱数据库建立了几年的研究。联合红外光谱、化学计量方法和数据库将有助于监测成熟和确定最佳采收日期。
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来源期刊
CiteScore
0.92
自引率
0.00%
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0
审稿时长
>36 weeks
期刊介绍: Cessation. Le concept d''Oeno-One se veut novateur. La revue travaille en toute indépendance d’éditeurs privés et met tous les articles gratuitement en ligne, en libre accès. Elle assure ainsi la meilleure visibilité possible aux auteurs des articles et le meilleur accès possible aux chercheurs. OENO-One publie des travaux de recherches originaux sur des thèmes scientifiques variés comme la génétique ou la physiologie de la vigne, l’œnologie ou la microbiologie mais s’ouvre aussi aux disciplines économiques et sociétales en relation avec le secteur.
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