hotelling T2控制图在绿茶饮料快速冷却过程无损质量管理中的应用

IF 3.3 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY
Ya-Chen Hsu, Chia-Huang Wu
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引用次数: 0

摘要

较高的加工温度会损害绿茶饮料中茶多酚的稳定性,对最终产品的质量产生不利影响。传统上,质量评估依赖于制作后的测量,这是耗时的,并且不能提供实时结果。本研究应用工程原理加强绿茶饮料生产的无损质量控制方法。将Hotelling的T2控制图与快速冷却技术相结合,通过检测潜在的多酚失活来保持风味和营养成分。我们收集了冷却温度曲线和茶多酚水平的生产数据,并采用四重交叉验证确定了最佳决策阈值,分类准确率在85 ~ 98%之间。将Hotelling的T2控制图与过程控制相结合,发现冷却温度与茶叶品质之间存在显著的相关关系。该方法有助于提高食品工业的过程自动化和效率,为无损质量评估提供可持续的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Application of hotelling’s T2 control chart for non-destructive quality management of the green tea beverage rapid cooling process

Application of hotelling’s T2 control chart for non-destructive quality management of the green tea beverage rapid cooling process

Application of hotelling’s T2 control chart for non-destructive quality management of the green tea beverage rapid cooling process

High processing temperatures can compromise the stability of tea polyphenols in green tea beverages, adversely affecting the quality of the final product. Traditionally, quality assessment has relied on post-production measurements, which are time-consuming and do not provide real-time results. This study applied engineering principles to enhance non-destructive quality control methods for the production of green tea beverages. The integration of Hotelling’s T2 control chart with rapid cooling technology was shown to preserve flavor and nutritional content by detecting potential polyphenol inactivation. We collected production data on cooling temperature curves and tea polyphenol levels as well as applied four-fold cross-validation to determine the optimal decision threshold, with classification accuracy between 85 and 98%. The integration of Hotelling’s T2 control chart with process control revealed a significant correlation between cooling temperature and tea quality. This approach contributes to improving process automation and efficiency in the food industry, offering a sustainable solution for non-destructive quality assessment.

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来源期刊
Journal of Food Measurement and Characterization
Journal of Food Measurement and Characterization Agricultural and Biological Sciences-Food Science
CiteScore
6.00
自引率
11.80%
发文量
425
期刊介绍: This interdisciplinary journal publishes new measurement results, characteristic properties, differentiating patterns, measurement methods and procedures for such purposes as food process innovation, product development, quality control, and safety assurance. The journal encompasses all topics related to food property measurement and characterization, including all types of measured properties of food and food materials, features and patterns, measurement principles and techniques, development and evaluation of technologies, novel uses and applications, and industrial implementation of systems and procedures.
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