Detection of Staleness in Raw Chicken Meat Due to Salmonella spp. and Escherichia Coli Bacteria Using Metal Oxide Gas Sensor With Support Vector Machine

Carlos C. Hortinela, Jessie R. Balbin, Janette C. Fausto, Jed Efraim C. Espanillo, John Kenneth P. Padilla
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引用次数: 4

Abstract

Chicken meat is one of the most consumed type of meat in the food industry. Its consumption is steadily increasing at 5% each year and demands are still on the rise. Chicken meat is highly perishable since it is easily exposed to bacteria. Bacteria reduces its overall quality and will render it to waste. The commonly found bacteria on chicken meat are Salmonella spp. and Escherichia Coli. Health risk arises as the level of these bacteria increases. The objective of the study is to detect the staleness due to Salmonella and Escherichia coli in raw chicken meat using metal oxide gas sensor with support vector machine. Six metal oxide gas sensors are used: MQ136, MQ138, TGS816, TGS822, MP901 and MQ3. A prototype device was designed using the concept of a lock-and-lock Tupperware. This is to prevent the leak of the gas inside the device. The study will limit on detecting the presence of Salmonella spp. And Escherichia coli in chicken meat. The training will be done by inserting fresh samples, chicken meat samples with salmonella and Escherichia Coli. This study will help the food industry sector especially in monitoring the freshness of the chicken meat. The researchers conducted 10 trials for a fresh chicken meat, a meat contaminated with Salmonella and E. Coli. The test resulted to an overall accuracy of 92.5% which is based on a 30-trial experiment.
基于支持向量机的金属氧化物气体传感器检测生鸡肉中沙门氏菌和大肠杆菌的腐败程度
鸡肉是食品工业中消费量最大的肉类之一。其消费量以每年5%的速度稳步增长,需求仍在上升。鸡肉极易腐烂,因为它很容易接触细菌。细菌会降低其整体质量,并使其成为废物。鸡肉上常见的细菌是沙门氏菌和大肠杆菌。随着这些细菌水平的增加,健康风险也随之增加。本研究的目的是利用金属氧化物气体传感器结合支持向量机检测生鸡肉中沙门氏菌和大肠杆菌的过期程度。使用六种金属氧化物气体传感器:MQ136, MQ138, TGS816, TGS822, MP901和MQ3。设计了一个原型装置,使用了锁锁特百惠的概念。这是为了防止设备内部的气体泄漏。这项研究将限制对鸡肉中沙门氏菌和大肠杆菌的检测。培训将通过插入新鲜样品、含有沙门氏菌和大肠杆菌的鸡肉样品来完成。这项研究将有助于食品工业部门,特别是在监测鸡肉的新鲜度。研究人员对一种被沙门氏菌和大肠杆菌污染的新鲜鸡肉进行了10次试验。在30次试验的基础上,测试结果的总体准确性为92.5%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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