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Modelling the seasonal climate variability and its effects on vintage wines from Marlborough, NZ

机译:建模季节性气候变异性及其对马尔堡,新西兰葡萄酒葡萄酒的影响

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The paper presents some interim results from an ongoing research on the application of data/text mining methodologies being investigated to modelling the seasonal climate variability and its effects on the world famous Marlborough vintage wines. The research in an extension to the investigations thus far conducted on modelling the effects of seasonal climate variability on Kumeu wines and all the sub-projects contribute to an overarching project which is aimed at developing a suitable set of schemes/ procedures for the identification and characterisation of wines produced from New Zealand's major wine regions. The distinctive New Zealand wine styles along with the regions from where the wines come from are initially elaborated. The major issues regarding the topic are; firstly, there is no single method that could be considered as the best way to establish the links between precise independent (climate/ weather) and the rather imprecise dependent (subjective wine quality) data sets. Secondly, the data on New Zealand wine quality is not sufficient enough to perform any conventional rigorous analytical approaches as data on wine quality spans only a decade, hence we look at data/ text mining methods and a combination of explorative and statistical data analysis methodologies to resolve the issues. Following a brief outline on the methods investigated and results achieved in the Kumeu wine case study, the paper presents the new methods and approaches explored with Marlborough wines produced from 1996 to 2007. Finally, wine descriptors that are found to be linked with wine quality and therefore considered as correlated to the regional climatic conditions experienced in different wine regions of New Zealand, are discussed.
机译:本文提出了一些关于数据/文本挖掘方法的持续研究的临时结果,以调查为建模季节性气候变异性及其对世界着名的Marlborough复古葡萄酒的影响。迄今为止对调查延期的研究尚未对柚子葡萄酒的季节性气候变异性的影响进行建模,所有子项目都有助于一个总体项目,该项目旨在开发合适的计划/程序进行鉴定和表征。从新西兰的主要葡萄酒区生产的葡萄酒。独特的新西兰葡萄酒风格以及葡萄酒来自葡萄酒的地区最初阐述。关于主题的主要问题是;首先,没有单一的方法可以被视为在精确独立(气候/天气)和相当不精确的依赖(主观葡萄酒质量)数据集之间建立联系的最佳方法。其次,新西兰葡萄酒质量的数据不足以使任何传统严格的分析方法执行任何常规严格的分析方法,因为葡萄酒质量跨越十年,我们看出数据/文本采矿方法以及探索性和统计数据分析方法的组合解决问题。在简要概述孔谷葡萄酒案例研究中取得的方法研究和结果,介绍了1996年至2007年的Marlborough葡萄酒探索的新方法和方法。最后,发现与葡萄酒质量相关联的葡萄酒描述符因此,讨论了与新西兰不同葡萄酒地区所经历的区域气候条件相关。

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