• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用模式识别方法鉴别绿豆产地:拉曼光谱与近红外光谱的比较研究

Discriminating Mung Bean Origins Using Pattern Recognition Methods: A Comparative Study of Raman and NIR Spectroscopy.

作者信息

Chen Mingming, Quan Zhigang, Sun Xinyue, Li Yanlong, Qian Lili, Zhang Dongjie

机构信息

College of Food Science, Heilongjiang Bayi Agricultural University, Daqing 163319, China.

Key Laboratory of Agri-Products Processing and Quality Safety of Heilongjiang Province, Daqing 163319, China.

出版信息

Foods. 2025 Jan 1;14(1):89. doi: 10.3390/foods14010089.

DOI:10.3390/foods14010089
PMID:39796378
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11719895/
Abstract

The feasibility of the two methodologies was confirmed to compare the results of determining mung bean origins using Raman and Near-Infrared (NIR) spectroscopy. Spectra from mung beans collected in Baicheng City, Jilin Province; Dorbod Mongol Autonomous, Tailai County, Heilongjiang Province; and Sishui County, Shandong Province, China, were analyzed. We established a traceability model using Principal Component Analysis combined with the K-nearest neighbor method to compare the efficacy of these methods in discriminating the origins of the mung beans. The total cumulative variance explained by the first three principal components from the NIR of mung beans from different origins was 99.01%, which is 6.71% higher than that derived from Raman. Additionally, the discrimination rate for mung bean origins based on NIR spectral data reached 98.67%, outperforming the Raman-based approach by 22.67%. These findings indicate that NIR spectroscopy is more effective than Raman spectroscopy is in tracing the provenance of mung beans.

摘要

通过拉曼光谱和近红外(NIR)光谱法比较绿豆产地测定结果,证实了这两种方法的可行性。分析了来自中国吉林省白城市、黑龙江省泰来县杜尔伯特蒙古族自治县和山东省泗水县的绿豆光谱。我们使用主成分分析结合K近邻法建立了可追溯性模型,以比较这些方法在鉴别绿豆产地方面的效果。不同产地绿豆近红外光谱前三个主成分解释的总累积方差为99.01%,比拉曼光谱高出6.71%。此外,基于近红外光谱数据的绿豆产地判别率达到98.67%,比基于拉曼光谱的方法高出22.67%。这些结果表明,在追踪绿豆来源方面,近红外光谱比拉曼光谱更有效。

相似文献

1
Discriminating Mung Bean Origins Using Pattern Recognition Methods: A Comparative Study of Raman and NIR Spectroscopy.利用模式识别方法鉴别绿豆产地:拉曼光谱与近红外光谱的比较研究
Foods. 2025 Jan 1;14(1):89. doi: 10.3390/foods14010089.
2
The Impact of Sample Quantity, Traceability Scale, and Shelf Life on the Determination of the Near-Infrared Origin Traceability of Mung Beans.样品量、可追溯尺度和保质期对绿豆近红外产地溯源测定的影响
Foods. 2024 Oct 11;13(20):3234. doi: 10.3390/foods13203234.
3
Near-Infrared Spectroscopy and Aquaphotomics for Monitoring Mung Bean () Sprout Growth and Validation of Ascorbic Acid Content.近红外光谱和水光学技术监测绿豆芽生长及抗坏血酸含量的验证。
Sensors (Basel). 2021 Jan 17;21(2):611. doi: 10.3390/s21020611.
4
Performance Optimization of a Developed Near-Infrared Spectrometer Using Calibration Transfer with a Variety of Transfer Samples for Geographical Origin Identification of Coffee Beans.利用多种传递样本进行校准传递,对开发的近红外光谱仪进行性能优化,以鉴定咖啡豆的地理来源。
Molecules. 2022 Nov 25;27(23):8208. doi: 10.3390/molecules27238208.
5
Rapid differentiation of Ghana cocoa beans by FT-NIR spectroscopy coupled with multivariate classification.傅里叶变换近红外光谱法结合多元分类快速鉴别加纳可可豆。
Spectrochim Acta A Mol Biomol Spectrosc. 2013 Oct;114:183-9. doi: 10.1016/j.saa.2013.05.063. Epub 2013 May 29.
6
Effects of pretreatment with a combination of ultrasound and γ-aminobutyric acid on polyphenol metabolites and metabolic pathways in mung bean sprouts.超声与γ-氨基丁酸联合预处理对绿豆芽中多酚代谢产物及代谢途径的影响
Front Nutr. 2023 Jan 10;9:1081351. doi: 10.3389/fnut.2022.1081351. eCollection 2022.
7
Modification of the Structural and Functional Characteristics of Mung Bean Globin Polyphenol Complexes: Exploration under Heat Treatment Conditions.热处理条件下绿豆球蛋白多酚复合物结构与功能特性的改性研究
Foods. 2023 May 23;12(11):2091. doi: 10.3390/foods12112091.
8
Screening of heat stress-regulating active fractions in mung beans.绿豆中热应激调节活性成分的筛选
Front Nutr. 2023 Feb 20;9:1102752. doi: 10.3389/fnut.2022.1102752. eCollection 2022.
9
Integration of comparative transcriptomics and WGCNA characterizes the regulation of anthocyanin biosynthesis in mung bean ( L.).比较转录组学与加权基因共表达网络分析(WGCNA)的整合揭示了绿豆(Vigna radiata (L.) Wilczek)中花青素生物合成的调控机制。
Front Plant Sci. 2023 Oct 24;14:1251464. doi: 10.3389/fpls.2023.1251464. eCollection 2023.
10
In-line near-infrared (NIR) and Raman spectroscopy coupled with principal component analysis (PCA) for in situ evaluation of the transesterification reaction.在线近红外(NIR)和拉曼光谱结合主成分分析(PCA)用于酯交换反应的原位评价。
Appl Spectrosc. 2013 Oct;67(10):1142-9. doi: 10.1366/12-06729.

本文引用的文献

1
Instant quantification of sugars in milk tablets using near-infrared spectroscopy and chemometric tools.利用近红外光谱和化学计量学工具对奶片糖中的糖分进行即时定量分析。
Sci Rep. 2022 Nov 5;12(1):18802. doi: 10.1038/s41598-022-23537-7.
2
Raman spectroscopy for rapid fingerprint analysis of meat quality and security: Principles, progress and prospects.拉曼光谱技术在肉品质和安全性快速指纹分析中的应用:原理、进展与展望。
Food Res Int. 2022 Nov;161:111805. doi: 10.1016/j.foodres.2022.111805. Epub 2022 Aug 24.
3
[Rapid identification of geographic origins of Zingiberis Rhizoma by NIRS combined with chemometrics and machine learning algorithms].
近红外光谱结合化学计量学和机器学习算法快速鉴定干姜的地理来源
Zhongguo Zhong Yao Za Zhi. 2022 Sep;47(17):4583-4592. doi: 10.19540/j.cnki.cjcmm.20220514.103.
4
Visible and Near-Infrared Spectroscopy Combined With Bayes Classifier Based on Wavelength Model Optimization Applied to Wine Multibrand Identification.基于波长模型优化的可见与近红外光谱结合贝叶斯分类器在葡萄酒多品牌识别中的应用
Front Nutr. 2022 Jul 18;9:796463. doi: 10.3389/fnut.2022.796463. eCollection 2022.
5
Non-destructive Evaluation of the Quality Characteristics of Pomegranate Kernel Oil by Fourier Transform Near-Infrared and Mid-Infrared Spectroscopy.傅里叶变换近红外和中红外光谱法对石榴籽油品质特性的无损评价
Front Plant Sci. 2022 Jul 7;13:867555. doi: 10.3389/fpls.2022.867555. eCollection 2022.
6
Correction of Temperature Variation with Independent Water Samples to Predict Soluble Solids Content of Kiwifruit Juice Using NIR Spectroscopy.利用近红外光谱技术,通过独立水样校正温度变化来预测猕猴桃果汁的可溶性固形物含量。
Molecules. 2022 Jan 14;27(2):504. doi: 10.3390/molecules27020504.
7
Metabolomics combined with proteomics provides a novel interpretation of the compound differences among Chinese tea cultivars (Camellia sinensis var. sinensis) with different manufacturing suitabilities.代谢组学与蛋白质组学相结合,为不同适制性的中国茶树品种(Camellia sinensis var. sinensis)之间的化合物差异提供了新的解释。
Food Chem. 2022 May 30;377:131976. doi: 10.1016/j.foodchem.2021.131976. Epub 2021 Dec 29.
8
Fast monitoring total acids and total polyphenol contents in fermentation broth of mulberry vinegar using MEMS and optical fiber near-infrared spectrometers.使用微机电系统(MEMS)和光纤近红外光谱仪快速监测桑椹醋发酵液中的总酸和总多酚含量。
Spectrochim Acta A Mol Biomol Spectrosc. 2021 Nov 5;260:119938. doi: 10.1016/j.saa.2021.119938. Epub 2021 May 11.
9
A Review of the Discriminant Analysis Methods for Food Quality Based on Near-Infrared Spectroscopy and Pattern Recognition.基于近红外光谱和模式识别的食品质量判别分析方法综述。
Molecules. 2021 Feb 1;26(3):749. doi: 10.3390/molecules26030749.
10
Study on the origin traceability of Tibet highland barley (Hordeum vulgare L.) based on its nutrients and mineral elements.基于营养成分和矿物质元素研究西藏青稞(Hordeum vulgare L.)的起源追溯。
Food Chem. 2021 Jun 1;346:128928. doi: 10.1016/j.foodchem.2020.128928. Epub 2020 Dec 28.