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基于支持向量机的白酒上甑探汽方法研究
引用本文:田万春,张贵宇,庹先国,吴昊翰,石小仕.基于支持向量机的白酒上甑探汽方法研究[J].食品与机械,2020(1):79-83,103.
作者姓名:田万春  张贵宇  庹先国  吴昊翰  石小仕
作者单位:四川轻化工大学人工智能四川省重点实验室;四川轻化工大学自动化与信息工程学院;西南科技大学信息工程学院
基金项目:四川省重大科技专项项目(编号:2018GZDZX0045);四川省科技计划项目(编号:2016SZ0074);人工智能四川省重点实验室开放基金项目(编号:2018RYY01,2018RYJ05)
摘    要:针对白酒"探汽上甑"工艺在实现自动化过程中出现的探汽准确率低的问题,提出了一种基于支持向量机的探汽方法。使用红外热成像仪采集甑桶内酒醅表面的红外灰度图像并进行直方图处理,再提取多个特征,结合工程经验添加标签构成训练集,通过支持向量机训练得到上甑过程中的探汽模型。通过测试,该方法的探汽准确率高达96%,能满足白酒生产工艺要求。

关 键 词:探汽方法  红外图像  灰度直方图特征  特征提取  支持向量机

Study on steam detection method of Chinese spirits steamer-filling operation based on support vector machine
TIAN Wan-chun,ZHANG Gui-yu,TUO Xian-guo,WU Hao-han,SHI Xiao-shi.Study on steam detection method of Chinese spirits steamer-filling operation based on support vector machine[J].Food and Machinery,2020(1):79-83,103.
Authors:TIAN Wan-chun  ZHANG Gui-yu  TUO Xian-guo  WU Hao-han  SHI Xiao-shi
Affiliation:(Artificial Intelligence Key Laboratory of Sichuan Province,Sichuan University of Science&Kngineering,Yibin,Sichuan 644000,China;School of Automation&Information Kngineering,Sichuan University of Science&Engineering,Yibin,Sichuan 644000,China;School of Information Engineering,Southwest University of Science and Technology,Mianyang,Sichuan 621010,China)
Abstract:Aiming at the problem of low accuracy of steam detection in the process of automation of"steam detection and steaming"of Chinese spirits.This paper proposes a steam detection method based on support vector machine(SVM)to improve the accuracy of automatic steam detection.First,the infrared thermal imager is used to collect the infrared grayscale image of the surface of the wine cellar in the barrel and perform histogram processing,then extract histogram,s multiple features.Combined with the engineering experience to add tags to form the training set,and through the support vector machine training to obtain the exploration model in the process of the captain.Through testing,the method has a high detection accuracy of 96%,which can meet the requirements of Chinese spirits production process.
Keywords:steam detection method  infrared image  grayscale histogram feature  feature extraction  support vector machine
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