清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

Detection of Offal Adulteration in Beefburgers Using near Infrared Reflectance Spectroscopy and Multivariate Modelling

化学计量学 背景(考古学) 偏最小二乘回归 线性判别分析 数学 色谱法 化学 统计 生物 古生物学
作者
Ming Zhao,Colm P. O’Donnell,Gerard Downey
出处
期刊:Journal of Near Infrared Spectroscopy [SAGE Publishing]
卷期号:21 (4): 237-248 被引量:19
标识
DOI:10.1255/jnirs.1057
摘要

The main aim of this study was to develop a rapid and reliable tool using near infrared (NIR) reflectance spectroscopy to confirm beefburger authenticity in the context of offal (kidney, liver, heart and lung) adulteration. An experimental design was used to develop beef burger formulations to simultaneously maximise the variable space describing offal-adulterated samples and minimise the number of experiments required. Authentic ( n = 36) and adulterated ( n = 46) beefburger samples were produced using these formulations. Classification models (partial least squares discriminant analysis, PLS1-DA) and class-modelling tools (soft independent modelling of class analogy, SIMCA), were developed using raw and pre-treated NIR reflectance spectra (850–1098nm wavelength range) to detect authentic and adulterated beefburgers in (1) fresh, (2) frozen-then-thawed and (3) fresh or frozen-then-thawed states. In the case of authentic samples, the best PLS1-DA models achieved 100% correct classification for fresh, frozen-then-thawed and fresh or frozen-then-thawed samples. SIMCA models correctly identified all the fresh samples but not all the frozen-then-thawed and fresh or frozen-then-thawed samples. For the adulterated samples, PLS1-DA models correctly classified 95.5% of fresh, 91.3% of frozen-then-thawed and 88.9% of fresh or frozen-then-thawed beefburgers. SIMCA models exhibited specificity values of 1 for both fresh and frozen-then-thawed samples, 0.99 for fresh or frozen-then-thawed samples; sensitivity values of 1, 0.88 and 0.97 were obtained for fresh, frozen-then-thawed and fresh or frozen-then-thawed products, respectively. Quantitative models (PLS1 regression) using both 850–1098nm and 1100–2498 nm wavelength ranges were developed to quantify (1) offal adulteration and (2) added fat in adulterated beefburgers, both fresh and frozen-then-thawed. Models predicted added fat in fresh samples with acceptable accuracy ( RMSECV=2.0; RPD=5.9); usefully accurate predictions of added fat in frozen-then-thawed samples were not obtained nor was prediction of total offal possible in either sample form.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
7秒前
星际舟完成签到,获得积分10
7秒前
11秒前
59秒前
小二郎应助追寻的摩托采纳,获得30
1分钟前
1分钟前
Skywalk满天星完成签到,获得积分10
1分钟前
止观发布了新的文献求助10
1分钟前
科研通AI6应助科研通管家采纳,获得10
1分钟前
追寻的摩托完成签到,获得积分10
1分钟前
激动的似狮完成签到,获得积分10
1分钟前
止观完成签到,获得积分10
1分钟前
1分钟前
1分钟前
隐形曼青应助有魅力发卡采纳,获得10
2分钟前
666yj完成签到 ,获得积分10
2分钟前
2分钟前
2分钟前
2分钟前
lanxinge完成签到 ,获得积分10
2分钟前
尹汉通发布了新的文献求助10
2分钟前
3分钟前
尹汉通完成签到,获得积分10
3分钟前
害怕的恶天完成签到,获得积分10
3分钟前
3分钟前
大胆的鲂发布了新的文献求助30
3分钟前
知行合一完成签到 ,获得积分10
3分钟前
Hollen完成签到 ,获得积分10
3分钟前
大胆的鲂完成签到,获得积分10
3分钟前
老石完成签到 ,获得积分10
4分钟前
4分钟前
5分钟前
无花果应助黄桃采纳,获得10
5分钟前
传奇3应助黄桃采纳,获得10
5分钟前
千里草完成签到,获得积分10
5分钟前
十七完成签到 ,获得积分10
6分钟前
6分钟前
6分钟前
6分钟前
量子星尘发布了新的文献求助150
7分钟前
高分求助中
Comprehensive Toxicology Fourth Edition 24000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Hydrothermal Circulation and Seawater Chemistry: Links and Feedbacks 1200
Pipeline and riser loss of containment 2001 - 2020 (PARLOC 2020) 1000
World Nuclear Fuel Report: Global Scenarios for Demand and Supply Availability 2025-2040 800
Handbook of Social and Emotional Learning 800
Risankizumab Versus Ustekinumab For Patients with Moderate to Severe Crohn's Disease: Results from the Phase 3B SEQUENCE Study 600
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 内科学 生物化学 物理 计算机科学 纳米技术 遗传学 基因 复合材料 化学工程 物理化学 病理 催化作用 免疫学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 5149046
求助须知:如何正确求助?哪些是违规求助? 4345200
关于积分的说明 13530238
捐赠科研通 4187460
什么是DOI,文献DOI怎么找? 2296289
邀请新用户注册赠送积分活动 1296657
关于科研通互助平台的介绍 1240697