Development of an FTIR based chemometric model for the qualitative and quantitative evaluation of cane sugar as an added sugar adulterant in apple fruit juices

掺假者 化学计量学 主成分分析 偏最小二乘回归 主成分回归 数学 指纹(计算) 校准 化学 决定系数 色谱法 人工智能 食品科学 统计 计算机科学
作者
Amit S. Dhaulaniya,Biji Balan,Amit Kumar Yadav,Rahul Jamwal,Simon P. Kelly,Andrew Cannavan,Dileep K. Singh
出处
期刊:Food Additives & Contaminants: Part A [Taylor & Francis]
卷期号:37 (4): 539-551 被引量:6
标识
DOI:10.1080/19440049.2020.1718774
摘要

A Fourier Transform Infrared Spectroscopy based chemometric model was evaluated for the rapid identification and estimation of cane sugar as an added sugar adulterant in apple fruit juices. For all the ninety samples, spectra were acquired in the mid-infrared range (4000 cm-1-400 cm-1). The spectral analysis provided information regarding the distinctive variable region, which lies in the range of 1200cm-1 to 900cm-1, designated as fingerprint region for the carbohydrates. A specific peak in the fingerprint region was observed at 997cm-1 in all the adulterated samples and was undetectable in pure samples. Based on different levels of cane sugar adulteration (5, 10, 15, and 20%), principal component analysis showed the clustering of samples and further helped us in compression of data by selecting wavenumbers with maximum variability based on the loading line plot. Supervised classification methods (SIMCA and LDA) were evaluated based on their classification efficiencies for a test set. Though SIMCA showed 100% classification efficiency (Raw data set), LDA was able to classify the test set with an accuracy of only 96.67% (Raw as well as Transformed data set) between pure and 5% adulterated samples. For the quantitative estimation, calibration models were developed using partial least square regression (PLS-R) and principal component regression method (PCR) methods. PLS-1st derivative showed a maximum coefficient of determination (R2) with a value of 0.991 for calibration and 0.992 for prediction. The RMSECV, RMSEP, LOD and LOQ observed for PLS-1st derivative model were 0.75% w/v, 0.61% w/v, 1.28%w/v and 3.88%w/v, respectively. The coefficient of variation as a measure of precision (repeatability) was also determined for all models, and it ranged from 0.23% to 1.83% (interday), and 0.25% to 1.43% (intraday).

科研通智能强力驱动
Strongly Powered by AbleSci AI
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
Chow发布了新的文献求助10
刚刚
李李的信完成签到,获得积分10
刚刚
Hello应助柚子采纳,获得10
刚刚
one发布了新的文献求助10
1秒前
1秒前
1秒前
feihu发布了新的文献求助10
1秒前
福缘完成签到,获得积分10
2秒前
Hot发布了新的文献求助10
2秒前
2秒前
conghuiqu完成签到,获得积分10
3秒前
3秒前
淡然的越彬完成签到,获得积分10
3秒前
七瑾完成签到,获得积分10
4秒前
大眼的平松完成签到,获得积分10
4秒前
5秒前
钦川发布了新的文献求助10
5秒前
dew应助元气少女李逵采纳,获得10
6秒前
科研通AI6.2应助cynical采纳,获得10
7秒前
landewen发布了新的文献求助10
7秒前
7秒前
思源应助零城XL采纳,获得10
8秒前
崽崽纯发布了新的文献求助10
8秒前
tang发布了新的文献求助10
9秒前
9秒前
求助人员发布了新的文献求助10
10秒前
大道无形我有型完成签到,获得积分10
11秒前
11秒前
嘉博学长完成签到,获得积分10
12秒前
曾曾曾完成签到,获得积分10
13秒前
林林发布了新的文献求助10
14秒前
爱大美完成签到,获得积分10
14秒前
007完成签到,获得积分10
15秒前
青衣发布了新的文献求助10
15秒前
chenchen发布了新的文献求助30
15秒前
无极微光应助李红莲采纳,获得20
15秒前
15秒前
15秒前
16秒前
17秒前
高分求助中
(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
Molecular Biology of Cancer: Mechanisms, Targets, and Therapeutics 3000
Les Mantodea de guyane 2500
VASCULITIS(血管炎)Rheumatic Disease Clinics (Clinics Review Articles) —— 《风湿病临床》(临床综述文章) 1000
Feldspar inclusion dating of ceramics and burnt stones 1000
What is the Future of Psychotherapy in a Digital Age? 801
The Psychological Quest for Meaning 800
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5971421
求助须知:如何正确求助?哪些是违规求助? 7286678
关于积分的说明 15991256
捐赠科研通 5109140
什么是DOI,文献DOI怎么找? 2743865
邀请新用户注册赠送积分活动 1709394
关于科研通互助平台的介绍 1621659