• 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

利用台式近红外光谱结合多元分析快速预测核桃(Juglans regia)的抗氧化性能。

Application of benchtop NIR spectroscopy coupled with multivariate analysis for rapid prediction of antioxidant properties of walnut (Juglans regia).

机构信息

School of Food and Biological Engineering Jiangsu University, Xuefu Road 301, Zhenjiang 213013, China.

School of Food and Biological Engineering Jiangsu University, Xuefu Road 301, Zhenjiang 213013, China; College of Electrical and Electronic Engineering, Wenzhou University, Wenzhou 325035, China.

出版信息

Food Chem. 2021 Oct 15;359:129928. doi: 10.1016/j.foodchem.2021.129928. Epub 2021 Apr 22.

DOI:10.1016/j.foodchem.2021.129928
PMID:33957331
Abstract

Benchtop near-infrared (NIR) spectroscopy coupled with multivariate analysis was used for the classification and prediction of antioxidant properties of walnut. Total phenolic content (TPC), total flavonoid content (TFC), ABTS assay and FRAP assay were performed spectrophotometrically. The synergy interval partial least square coupled competitive adaptive reweighted sampling (Si-CARS-PLS) was used for the prediction. A decent discrimination using principal component analysis (PCA) was observed by mean of spectroscopic and antioxidant properties data with total cumulative variance of 99.26% (PC1 = 95.07%, PC2 = 2.98%, PC3 = 1.21%) and 96.60% (PC1 = 64.28%, PC2 = 32.32%) respectively. The Si-CARS-PLS yielded optimal performance, R = 0.9616, RPD = 3.807 for TPC, R = 0.9657, RPD = 3.367 for TFC, R = 0.9683, RPD = 2.728 for ABTS assay, and R = 0.914, RPD = 2.669 for FRAP assay. These findings revealed that NIR integrated with Si-CARS-PLS could be used for the prediction of antioxidant properties of walnut.

摘要

台式近红外(NIR)光谱结合多元分析用于核桃抗氧化性能的分类和预测。总酚含量(TPC)、总黄酮含量(TFC)、ABTS 法和 FRAP 法均采用分光光度法进行测定。采用协同区间偏最小二乘耦合竞争自适应重加权采样(Si-CARS-PLS)进行预测。通过光谱和抗氧化性能数据的主成分分析(PCA)观察到良好的区分,总累积方差为 99.26%(PC1=95.07%,PC2=2.98%,PC3=1.21%)和 96.60%(PC1=64.28%,PC2=32.32%)。Si-CARS-PLS 表现出最佳性能,TPC 的 R=0.9616,RPD=3.807,TFC 的 R=0.9657,RPD=3.367,ABTS 测定的 R=0.9683,RPD=2.728,FRAP 测定的 R=0.914,RPD=2.669。这些结果表明,NIR 与 Si-CARS-PLS 结合可用于预测核桃的抗氧化性能。

相似文献

1
Application of benchtop NIR spectroscopy coupled with multivariate analysis for rapid prediction of antioxidant properties of walnut (Juglans regia).利用台式近红外光谱结合多元分析快速预测核桃(Juglans regia)的抗氧化性能。
Food Chem. 2021 Oct 15;359:129928. doi: 10.1016/j.foodchem.2021.129928. Epub 2021 Apr 22.
2
Simultaneous quantification of total flavonoids and phenolic content in raw peanut seeds via NIR spectroscopy coupled with integrated algorithms.利用近红外光谱结合集成算法同时定量测定生花生种子中的总黄酮和酚类物质含量。
Spectrochim Acta A Mol Biomol Spectrosc. 2023 Jan 15;285:121854. doi: 10.1016/j.saa.2022.121854. Epub 2022 Sep 9.
3
Near infrared system coupled chemometric algorithms for enumeration of total fungi count in cocoa beans neat solution.近红外系统结合化学计量学算法用于可可豆纯溶液中总真菌数的计数。
Food Chem. 2018 Feb 1;240:231-238. doi: 10.1016/j.foodchem.2017.07.117. Epub 2017 Jul 25.
4
Application of NIR spectroscopy for rapid quantification of acid and peroxide in crude peanut oil coupled multivariate analysis.近红外光谱法在快速定量粗制花生油中的酸和过氧化物及其多元分析中的应用。
Spectrochim Acta A Mol Biomol Spectrosc. 2022 Feb 15;267(Pt 2):120624. doi: 10.1016/j.saa.2021.120624. Epub 2021 Nov 16.
5
Rapid determination of total flavonoid content, xanthine oxidase inhibitory activities, and antioxidant activity in Prunus mume by near-infrared spectroscopy.利用近红外光谱法快速测定梅花中总黄酮含量、黄嘌呤氧化酶抑制活性和抗氧化活性。
J Pharm Biomed Anal. 2024 Aug 15;246:116164. doi: 10.1016/j.jpba.2024.116164. Epub 2024 May 5.
6
Quantitative assessment of phytochemicals in chickpea beverages using NIR spectroscopy.利用近红外光谱定量评估鹰嘴豆饮料中的植物化学物质。
Spectrochim Acta A Mol Biomol Spectrosc. 2024 Feb 15;307:123623. doi: 10.1016/j.saa.2023.123623. Epub 2023 Nov 8.
7
Comparison of Si-GA-PLS and Si-CARS-PLS build algorithms for quantitation of total polyphenols in black tea using the spectral analytical system.使用光谱分析系统比较Si-GA-PLS和Si-CARS-PLS构建算法对红茶中总多酚的定量分析
J Sci Food Agric. 2023 Dec;103(15):7914-7920. doi: 10.1002/jsfa.12880. Epub 2023 Aug 7.
8
Near-infrared spectroscopy for the quality control of Sarassum fusiforme: Prediction of antioxidant capability of Sarassum fusiforme at different growth stages.近红外光谱法用于控制羊栖菜品质:预测不同生长阶段羊栖菜抗氧化能力。
Spectrochim Acta A Mol Biomol Spectrosc. 2024 Nov 15;321:124694. doi: 10.1016/j.saa.2024.124694. Epub 2024 Jun 19.
9
Application of portable Vis-NIR spectroscopy for rapid detection of myoglobin in frozen pork.便携式可见-近红外光谱在快速检测冷冻猪肉中肌红蛋白中的应用。
Meat Sci. 2023 Jul;201:109170. doi: 10.1016/j.meatsci.2023.109170. Epub 2023 Mar 21.
10
Measurement of non-sugar solids content in Chinese rice wine using near infrared spectroscopy combined with an efficient characteristic variables selection algorithm.结合高效特征变量选择算法,利用近红外光谱法测定中国黄酒中的非糖固形物含量。
Spectrochim Acta A Mol Biomol Spectrosc. 2015;151:280-5. doi: 10.1016/j.saa.2015.06.071. Epub 2015 Jun 23.

引用本文的文献

1
Research Progress in the Detection of Mycotoxins in Cereals and Their Products by Vibrational Spectroscopy.振动光谱法检测谷物及其制品中霉菌毒素的研究进展
Foods. 2025 Jul 30;14(15):2688. doi: 10.3390/foods14152688.
2
Advances in Non-Thermal Processing of Meat and Monitoring Meat Protein Gels Through Vibrational Spectroscopy.肉类非热加工进展及通过振动光谱监测肉类蛋白质凝胶
Foods. 2025 May 29;14(11):1929. doi: 10.3390/foods14111929.
3
Rapid Measurement of Antioxidant Properties of Using Near-Infrared Spectroscopy and Chemometrics.
使用近红外光谱和化学计量学快速测量抗氧化性能。 需注意,原文“Rapid Measurement of Antioxidant Properties of Using Near-Infrared Spectroscopy and Chemometrics.”表述不太完整,“of”后面缺少具体内容。
Foods. 2024 Jun 5;13(11):1769. doi: 10.3390/foods13111769.
4
Research Progress on Extraction and Detection Technologies of Flavonoid Compounds in Foods.食品中黄酮类化合物提取与检测技术的研究进展
Foods. 2024 Feb 19;13(4):628. doi: 10.3390/foods13040628.
5
Polyphenols in Jabuticaba ( spp.) Peel Flours: Extraction and Comparative Evaluation of FTIR and HPLC for Quantification of Individual Compounds.巴西葡萄(Jabuticaba spp.)果皮粉中的多酚:提取及傅里叶变换红外光谱(FTIR)和高效液相色谱法(HPLC)对单一化合物定量的比较评估
Foods. 2023 Apr 1;12(7):1488. doi: 10.3390/foods12071488.
6
Detection Method for Walnut Shell-Kernel Separation Accuracy Based on Near-Infrared Spectroscopy.基于近红外光谱的核桃壳仁分离精度检测方法。
Sensors (Basel). 2022 Oct 29;22(21):8301. doi: 10.3390/s22218301.
7
Non-Destructive Detection of Moldy Walnuts Based on Hyperspectral Imaging Technology.基于高光谱成像技术的霉变核桃无损检测。
Molecules. 2022 Oct 11;27(20):6776. doi: 10.3390/molecules27206776.
8
Rapid Identification of Wild in Different Geographical Locations Based on FT-IR and an Improved Neural Network Structure Double-Net.基于傅里叶变换红外光谱和改进的神经网络结构双网络的不同地理位置野生 的快速鉴定。
Molecules. 2022 Sep 14;27(18):5979. doi: 10.3390/molecules27185979.
9
A Narrative Review of Recent Advances in Rapid Assessment of Anthocyanins in Agricultural and Food Products.农产品和食品中花色苷快速评估的最新进展综述
Front Nutr. 2022 Jul 19;9:901342. doi: 10.3389/fnut.2022.901342. eCollection 2022.
10
Rapid Determination of Cellulose and Hemicellulose Contents in Corn Stover Using Near-Infrared Spectroscopy Combined with Wavelength Selection.采用近红外光谱结合波长选择法快速测定玉米秸秆中的纤维素和半纤维素含量。
Molecules. 2022 May 24;27(11):3373. doi: 10.3390/molecules27113373.