Confocal Raman microspectroscopy combined with spectral screening algorithms for quantitative analysis of starch in rice

规范化(社会学) 支持向量机 偏最小二乘回归 生物系统 均方误差 淀粉 粒子群优化 人工智能 算法 模式识别(心理学) 计算机科学 数学 化学 统计 机器学习 生物 生物化学 社会学 人类学
作者
Wei Xiao,Fang Li,Anand Babu Perumal,Alireza Sanaeifar,Mahamed Lamine Guindo,Yongqiang Shi,Yong He,Fei Liu
出处
期刊:Food Hydrocolloids [Elsevier BV]
卷期号:141: 108737-108737 被引量:9
标识
DOI:10.1016/j.foodhyd.2023.108737
摘要

Starch is one of the main components of rice. The feasibility of confocal Raman microspectroscopy (CRM) combined with spectral screening algorithms for quantitative detection of starch in rice was investigated in this paper. Firstly, the Raman spectra of the samples were processed by pre-processing and spectral screening algorithm of the data. Secondly, the quantitative starch detection models were respectively established by correction set by partial least squares regression, particle swarm optimization-support vector regression, gray wolf optimizer-support vector regression (GWO-SVR) as well as back propagation neural network. After that, the quantitative starch detection models were validated using the prediction set. Eventually, the related coefficient of the prediction set, root mean square error of the prediction set, and mean relative error of GWO-SVR starch quantification detection model combined with normalization and IPLS screening were respectively 0.8915, 1.03%, and 1.08%. The experimental results manifested that the swift and precise detection of starch content in rice by CRM was workable after proper pre-processing and spectral screening algorithm.
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
乐乐应助科研通管家采纳,获得10
刚刚
充电宝应助科研通管家采纳,获得10
刚刚
无花果应助科研通管家采纳,获得10
刚刚
柯一一应助科研通管家采纳,获得10
刚刚
CipherSage应助科研通管家采纳,获得10
刚刚
领导范儿应助科研通管家采纳,获得10
刚刚
斯文败类应助科研通管家采纳,获得10
刚刚
刚刚
英俊的铭应助科研通管家采纳,获得10
刚刚
1秒前
1秒前
1秒前
1秒前
可爱的函函应助1762120采纳,获得10
1秒前
ismm2002完成签到,获得积分10
1秒前
好旺完成签到,获得积分10
1秒前
Guo1020181发布了新的文献求助20
2秒前
3秒前
小赖发布了新的文献求助20
3秒前
咕咕发布了新的文献求助10
4秒前
5秒前
蘑菇屋完成签到 ,获得积分10
6秒前
李李完成签到,获得积分10
6秒前
7秒前
7秒前
甜想完成签到,获得积分10
8秒前
8秒前
祯果粒发布了新的文献求助10
9秒前
小蘑菇应助嘀嘀嘀采纳,获得10
10秒前
10秒前
彭于晏应助Lion采纳,获得10
10秒前
11秒前
11秒前
白白发布了新的文献求助10
11秒前
12秒前
14秒前
14秒前
小陈发布了新的文献求助10
14秒前
明亮的冰颜完成签到,获得积分10
14秒前
杜俊发布了新的文献求助10
15秒前
高分求助中
The Mother of All Tableaux Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 2400
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications 800
Official Methods of Analysis of AOAC INTERNATIONAL 600
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
T/CIET 1202-2025 可吸收再生氧化纤维素止血材料 500
Comparison of adverse drug reactions of heparin and its derivates in the European Economic Area based on data from EudraVigilance between 2017 and 2021 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3952868
求助须知:如何正确求助?哪些是违规求助? 3498310
关于积分的说明 11091370
捐赠科研通 3228948
什么是DOI,文献DOI怎么找? 1785159
邀请新用户注册赠送积分活动 869202
科研通“疑难数据库(出版商)”最低求助积分说明 801377