Rapid determination and origin identification of total polysaccharides contents in Schisandra chinensis by near-infrared spectroscopy

五味子 偏最小二乘回归 相关系数 化学计量学 校准 决定系数 随机森林 近红外光谱 化学 理论(学习稳定性) 分析化学(期刊) 数学 生物系统 色谱法 人工智能 计算机科学 统计 机器学习 物理 光学 病理 生物 医学 中医药 替代医学
作者
Lun Wu,Yue Gao,Wen-chen Ren,Yang Su,Jing Li,Ya-qi Du,Qiuhong Wang,Haixue Kuang
出处
期刊:Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy [Elsevier BV]
卷期号:264: 120327-120327 被引量:51
标识
DOI:10.1016/j.saa.2021.120327
摘要

In this study, a classification model was established based on near-infrared spectroscopy and random forest method to accurately distinguish three samples of Schisandra chinensis from different habitats. At the same time, the feasibility of fast and effective prediction of polysaccharide contents in Schisandra chinensis by near-infrared spectroscopy combined with chemometrics was evaluated. In this paper, phenol sulfuric acid method was used to determine the content of total polysaccharides in samples, and partial least squares regression algorithm was used to link the spectral information with the reference value. Different spectral pretreatment methods were used to optimize the model to improve its predictability and stability. The results showed that random forest could distinguish these samples accurately, with an accuracy of 97.47%. In the established prediction model, the RMSEC of the optimal model calibration set is 0.0012, and the coefficient of determination R is 0.9976. The RMSEP of prediction set is 0.0024, the coefficient of determination R is 0.9922, and the RPD is 11.36. In general, the method has good stability and applicability, which provides a new analytical method for the identification of Schisandra chinensis origin and quality evaluation.
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
1秒前
今后应助geoyuan采纳,获得30
1秒前
kmo发布了新的文献求助10
2秒前
慕青应助lilian采纳,获得10
3秒前
Aurora.H发布了新的文献求助30
3秒前
fancy完成签到 ,获得积分10
7秒前
桐桐应助sss采纳,获得10
8秒前
健康的朋友完成签到,获得积分10
8秒前
橘子圭令完成签到,获得积分10
11秒前
14秒前
16秒前
17秒前
凉白开完成签到,获得积分10
19秒前
19秒前
21秒前
22秒前
猪哥发布了新的文献求助10
22秒前
吴南宛应助小白菜采纳,获得10
22秒前
方法发布了新的文献求助30
23秒前
25秒前
雷锋发布了新的文献求助10
25秒前
wu8577给沉默是金的求助进行了留言
26秒前
Xiaofei完成签到,获得积分10
27秒前
ssx发布了新的文献求助30
27秒前
蜂蜜柚子完成签到 ,获得积分0
28秒前
28秒前
量子星尘发布了新的文献求助10
28秒前
依依发布了新的文献求助10
29秒前
尤静柏完成签到,获得积分10
30秒前
chenbring发布了新的文献求助30
32秒前
33秒前
卡卡西应助燕麦嫁牛奶采纳,获得20
33秒前
小北发布了新的文献求助10
34秒前
38秒前
SciGPT应助科研通管家采纳,获得10
38秒前
思源应助科研通管家采纳,获得10
38秒前
38秒前
NexusExplorer应助科研通管家采纳,获得10
38秒前
38秒前
Lucas应助科研通管家采纳,获得10
38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
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
T/CIET 1202-2025 可吸收再生氧化纤维素止血材料 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 3956715
求助须知:如何正确求助?哪些是违规求助? 3502823
关于积分的说明 11110134
捐赠科研通 3233745
什么是DOI,文献DOI怎么找? 1787489
邀请新用户注册赠送积分活动 870685
科研通“疑难数据库(出版商)”最低求助积分说明 802152