Electronic Nose (E-Nose) for Quality Detection of Tuna (Thunnus thynnus) Contaminated Bacteria

S. D. Astuti, Alfian Baggraf Muhamad, A. Rahmatillah, A. K. Yaqubi, Y. Susilo, Angger Krisna Aji
{"title":"Electronic Nose (E-Nose) for Quality Detection of Tuna (Thunnus thynnus) Contaminated Bacteria","authors":"S. D. Astuti, Alfian Baggraf Muhamad, A. Rahmatillah, A. K. Yaqubi, Y. Susilo, Angger Krisna Aji","doi":"10.20473/ijtid.v11i1.39206","DOIUrl":null,"url":null,"abstract":"Tuna (Thunnus thynnus) is a food that is often consumed raw to support raw food diet activities, so it has the potential to be contaminated with Salmonella typhi bacteria. Fish can be contaminated by bacteria due to their high water and protein content. Indonesia is the world's main tuna producer. Salmonella typhi detection in fresh tuna in Indonesia must be negative for Salmonella microbial contamination in order to meet food safety requirements. Microbial testing has drawbacks, such as long delays. An electronic nose was used to detect Salmonella typhi bacteria in tuna fish. The sample used consisted of 3 kinds of samples: Salmonella typhi bacteria, tuna, and tuna with Salmonella typhi contamination. The research was conducted with a shelf life of 48 hours and a sensing period every 6 hours with a sensor array of 8 sensors. The sensor output data is processed using the PCA (Principal Component Analysis) method. Through the PCA method, each variation of bacterial treatment can be classified. The result of the cumulative percentage variance of the two main components (PC) in the classification test between Salmonella typhi, tuna, and tuna with Salmonella typhi bacteria contamination was 90.5%. The most influential sensors in this study are TGS 825 for PC1 with a loading value of 0.625 and TGS 826 for PC2 with a loading value of -0.753. Therefore, it can be concluded that an electronic nose can classify between pure tuna and tuna contaminated with Salmonella typhi bacteria.","PeriodicalId":13538,"journal":{"name":"Indonesian Journal of Tropical and Infectious Disease","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2023-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Indonesian Journal of Tropical and Infectious Disease","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.20473/ijtid.v11i1.39206","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Tuna (Thunnus thynnus) is a food that is often consumed raw to support raw food diet activities, so it has the potential to be contaminated with Salmonella typhi bacteria. Fish can be contaminated by bacteria due to their high water and protein content. Indonesia is the world's main tuna producer. Salmonella typhi detection in fresh tuna in Indonesia must be negative for Salmonella microbial contamination in order to meet food safety requirements. Microbial testing has drawbacks, such as long delays. An electronic nose was used to detect Salmonella typhi bacteria in tuna fish. The sample used consisted of 3 kinds of samples: Salmonella typhi bacteria, tuna, and tuna with Salmonella typhi contamination. The research was conducted with a shelf life of 48 hours and a sensing period every 6 hours with a sensor array of 8 sensors. The sensor output data is processed using the PCA (Principal Component Analysis) method. Through the PCA method, each variation of bacterial treatment can be classified. The result of the cumulative percentage variance of the two main components (PC) in the classification test between Salmonella typhi, tuna, and tuna with Salmonella typhi bacteria contamination was 90.5%. The most influential sensors in this study are TGS 825 for PC1 with a loading value of 0.625 and TGS 826 for PC2 with a loading value of -0.753. Therefore, it can be concluded that an electronic nose can classify between pure tuna and tuna contaminated with Salmonella typhi bacteria.
电子鼻用于金枪鱼污染细菌的质量检测
金枪鱼(Thunnus thynnus)是一种经常被生食的食物,以支持生食饮食活动,因此它有可能被伤寒沙门氏菌污染。由于鱼的水分和蛋白质含量高,它们可能被细菌污染。印度尼西亚是世界上主要的金枪鱼生产国。印尼新鲜金枪鱼的伤寒沙门氏菌检测结果必须为阴性,才能满足食品安全要求。微生物检测也有缺点,比如长时间的延迟。利用电子鼻对金枪鱼的伤寒沙门氏菌进行了检测。使用的样品包括3种样品:伤寒沙门菌、金枪鱼和受伤寒沙门菌污染的金枪鱼。该研究采用8个传感器阵列,保质期为48小时,每6小时进行一次传感期。传感器输出数据使用主成分分析(PCA)方法进行处理。通过主成分分析法,可以对细菌处理的各个变异进行分类。伤寒沙门菌、金枪鱼和污染沙门菌的金枪鱼的分类试验中,两种主要成分(PC)的累积百分比方差为90.5%。本研究中影响最大的传感器是TGS 825对PC1的加载值为0.625,TGS 826对PC2的加载值为-0.753。因此,可以得出结论,电子鼻可以区分纯金枪鱼和受伤寒沙门氏菌污染的金枪鱼。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
8
审稿时长
12 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信