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Modelling the sensory characteristics of Scotch whisky using neural networks - a novel tool for generic protection

机译:使用神经网络对苏格兰威士忌的感官特征建模-一种通用保护的新颖工具

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摘要

Scotch whisky is tightly defined by UK and EC legislation. It is vital to monitor products to ensure that they conform to this legislation. Sensory evaluation is an important aspect of generic authenticity. This involves appraisals by a highly trained whisky panel, in order to determine whether or not sensory attributes are consistent with those expected of a Scotch whisky. However, this approach is subject to bias due to personal preferences, and a more objective method of evaluation is required. This research describes the development of a neural network model, based on sensory profile data from 144 Scotch whiskies and Non-Scotch products, and its application as a tool for classifying products in terms of whether or not they have the sensory characteristics expected of a Scotch whisky. The improved performance of this approach is demonstrated for a range of Scotch whiskies, whiskies of other origins and non-whisky spirit drinks.
机译:苏格兰威士忌由英国和欧盟法规严格定义。监视产品以确保它们符合此法规至关重要。感官评估是通用真实性的重要方面。这涉及由训练有素的威士忌专家小组进行的评估,以确定感官属性是否与苏格兰威士忌所期望的一致。但是,由于个人喜好,这种方法容易产生偏差,因此需要一种更加客观的评估方法。这项研究基于144种苏格兰威士忌和非苏格兰产品的感官档案数据描述了神经网络模型的开发,以及其作为对产品进行分类的工具的应用,无论这些产品是否具有预期的苏格兰感官特征。威士忌酒。一系列苏格兰威士忌,其他来源的威士忌和非威士忌烈性酒都证明了这种方法的改进性能。

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