A Rule-Based Quality Analytics System for the Global Wine Industry

IF 4.5 3区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Carmen K. H. Lee, Kris M. Y. Law, Andrew W. H. Ip
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引用次数: 18

Abstract

The global wine-making industry has faced challenges due to the increasing demands of consumers, particularly in emerging markets such as China, Brazil, India, and Russia. Controlling the quality during wine production is one of the key challenges faced by global winemakers to produce wine with appropriate sensorial properties tailored to specific markets. The wine production quality is constituted from a number of environmental factors such as climate, soil, and temperature, which affect the sensorial properties and the overall quality. This paper proposed a rule-based quality analytics system (RBQAS) to capture physicochemical data during wine production and to investigate the hidden patterns from the data for quality prediction. It consists of IoT for data capture on a real-time basis, followed by association rule mining to identify relationships between sensorial and physicochemical properties of wine.
基于规则的全球葡萄酒行业质量分析系统
由于消费者需求的不断增长,尤其是在中国、巴西、印度和俄罗斯等新兴市场,全球葡萄酒酿造行业面临着挑战。控制葡萄酒生产过程中的质量是全球酿酒师面临的主要挑战之一,以生产出适合特定市场的感官特性的葡萄酒。葡萄酒的品质是由气候、土壤、温度等多种环境因素构成的,这些因素影响着葡萄酒的感官特性和整体品质。本文提出了一种基于规则的质量分析系统(RBQAS),用于捕获葡萄酒生产过程中的物理化学数据,并从这些数据中研究隐藏的模式,以进行质量预测。它由物联网组成,用于实时捕获数据,然后通过关联规则挖掘来识别葡萄酒的感官和物理化学特性之间的关系。
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来源期刊
Journal of Global Information Management
Journal of Global Information Management INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
5.80
自引率
14.90%
发文量
118
期刊介绍: Authors are encouraged to submit manuscripts that are consistent to the following submission themes: (a) Cross-National Studies. These need not be cross-culture per se. These studies lead to understanding of IT as it leaves one nation and is built/bought/used in another. Generally, these studies bring to light transferability issues and they challenge if practices in one nation transfer. (b) Cross-Cultural Studies. These need not be cross-nation. Cultures could be across regions that share a similar culture. They can also be within nations. These studies lead to understanding of IT as it leaves one culture and is built/bought/used in another. Generally, these studies bring to light transferability issues and they challenge if practices in one culture transfer.
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