基于气体传感器和k近邻的酒精类型分类

Munaf Ismail, Sri Arttini Dwi Prasetyowati
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引用次数: 1

摘要

乙醇、异丙基和甲醇属于同一醇类。后者通常用作工业溶剂,不用于个人消费。许多传统的酒精饮料销售者经常混合酒精饮料,通常被称为oplosan,这种混合饮料如果含有甲醇,对人体是非常危险的。针对这一问题,有必要制作一种液体中酒精含量的测量装置,对酒精类型进行分类。这种基于气体传感器的酒精分类系统和方法的设计包括一系列的硬件和软件应用。酒精分类系统的框图使用MQ3气体传感器和wemo作为数据采集设备和微控制器来测量每种酒精饮料中的乙醇和甲醇物质。利用计算机对所用气体传感器采集的数据进行处理,然后计算k -最近邻(K-NN),得到预测结果。K- nn系统测试包括测试K值的效果和测试K值的准确性。测试K值的效果的结果在K=1, K=3, K=5, K=10和K=20的55%值处产生100%的最佳精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Classification Of Alcohol Type Using Gas Sensor And K-Nearest Neighbor
Ethanol, isopropyl and methanol belong to the same alcohol group. The latter is commonly used as an industrial solvent, not for personal consumption. Many traditional alcoholic drink sellers often mix alcoholic beverages, which are commonly called as oplosan, this mixed drink is very dangerous for human if it contains methanol. Based on this problem, it is necessary to make a measuring device for the alcohol content in the liquid to classify the alcohol type. The design of this gas sensor-based alcohol classification system and method consists of a series of hardware and software applications. The block diagram of the alcohol classification system measures the ethanol and methanol substances in each alcoholic drink using the MQ3 gas sensor and WeMos as a data acquisition device and microcontroller. The computer was used to process the acquisition data from the gas sensor being used then calculates the K-Nearest Neighbor (K-NN) to obtain the prediction results. The K-NN system testing consists of testing the effect of the K value and testing its accuracy. The result of testing the effect of the K value produces 100% optimum accuracy at the values namely K=1, K=3, K=5, K=10 and 55% on K=20.
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