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Automatic Evaluation of Sensory Information for Beer at a Fuzzy Level Using Electronic Tongue and Electronic Nose

机译:基于电子舌和电子鼻的啤酒模糊感官信息自动评估

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摘要

The flavor of beer is an important means of evaluating its quality. Beer flavor is the integrated embodiment of beer smell and taste information. In this work, the automatic evaluation of beer aroma, taste, and overall flavor sensory information was realized by a smell and taste sensor coupling array. First, a cloud model was used to realize the conversion between the descriptive language and the corresponding quantitative numbers in the process of beer sensory evaluation. Next, an electronic nose and an electronic tongue were used to test the quality of beer in terms of smell and taste. Finally, a fuzzy neural network was trained with the characteristic information collected by the sensor coupling array as the input, with a characteristic value generated from the conversion of the cloud model of sensory evaluation as the output. The results from this system are excellent, as the error rate in the overall fuzzy information evaluation of flavor was between 0.0048 and 0.0394.
机译:啤酒的味道是评估其品质的重要手段。啤酒风味是啤酒气味和味道信息的综合体现。在这项工作中,通过气味和味道传感器耦合阵列实现了啤酒香气,味道和整体味道感官信息的自动评估。首先,在啤酒感官评估过程中,使用云模型实现描述性语言与相应数量数字之间的转换。接下来,使用电子鼻和电子舌来测试啤酒的气味和味道。最后,以传感器耦合阵列收集的特征信息为输入,以从感官评估的云模型转换生成的特征值作为输出,对模糊神经网络进行训练。该系统的结果极佳,因为风味的总体模糊信息评估中的错误率在0.0048至0.0394之间。

著录项

  • 来源
    《Sensors and materials》 |2016年第7期|785-795|共11页
  • 作者单位

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

    College of Automation Engineering, Northeast Dianli University, No. 169 Changchun Road, Jilin, Jilin 132012, China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    electronic tongue; electronic nose; sensory evaluation of beer; cloud model; fuzzy neural network;

    机译:电子舌电子鼻啤酒的感官评估;云模型模糊神经网络;

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