NIR-HSI for the non-destructive monitoring of in-bag hazelnut oxidation

Jokin Ezenarro , Ines Saouabi , Ángel García-Pizarro , Daniel Schorn-García , Montserrat Mestres , Jose Manuel Amigo , Olga Busto , Ricard Boqué
{"title":"NIR-HSI for the non-destructive monitoring of in-bag hazelnut oxidation","authors":"Jokin Ezenarro ,&nbsp;Ines Saouabi ,&nbsp;Ángel García-Pizarro ,&nbsp;Daniel Schorn-García ,&nbsp;Montserrat Mestres ,&nbsp;Jose Manuel Amigo ,&nbsp;Olga Busto ,&nbsp;Ricard Boqué","doi":"10.1016/j.saa.2025.125906","DOIUrl":null,"url":null,"abstract":"<div><div>This study explores the application of Near-Infrared Hyperspectral Imaging (NIR-HSI) as a non-destructive method for monitoring the oxidation of hazelnuts (<em>Corylus avellana)</em> stored under different atmospheric conditions (air, nitrogen, and vacuum) and light exposures, directly inside plastic bags, without the need for packaging removal nor sample preparation. Hazelnuts were imaged over a 78-day storage period, and data were analysed using ANOVA-Simultaneous Component Analysis (ASCA) to quantify the effects of time, atmosphere, and light on oxidation. Individual hazelnuts within each bag were segmented for analysis to study inter-hazelnut variability. Images were studied individually to detect oxidation patterns on the surface. Results indicate that time is the primary driver of oxidation, as expected, with atmosphere and light significantly impacting oxidation rates. Vacuum storage was most effective at reducing oxidation, while light exposure under ambient conditions accelerated oxidation via photooxidation. Sensory analysis confirmed that spectroscopic indicators of oxidation corresponded to perceptible sensory changes, validating NIR-HSI as a reliable tool for assessing hazelnut quality. This study underscores the potential of NIR-HSI and chemometrics for quality control and shelf-life assessment in hazelnuts and other oxidation-prone food products.</div></div>","PeriodicalId":433,"journal":{"name":"Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy","volume":"333 ","pages":"Article 125906"},"PeriodicalIF":4.6000,"publicationDate":"2025-02-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1386142525002124","RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"SPECTROSCOPY","Score":null,"Total":0}
引用次数: 0

Abstract

This study explores the application of Near-Infrared Hyperspectral Imaging (NIR-HSI) as a non-destructive method for monitoring the oxidation of hazelnuts (Corylus avellana) stored under different atmospheric conditions (air, nitrogen, and vacuum) and light exposures, directly inside plastic bags, without the need for packaging removal nor sample preparation. Hazelnuts were imaged over a 78-day storage period, and data were analysed using ANOVA-Simultaneous Component Analysis (ASCA) to quantify the effects of time, atmosphere, and light on oxidation. Individual hazelnuts within each bag were segmented for analysis to study inter-hazelnut variability. Images were studied individually to detect oxidation patterns on the surface. Results indicate that time is the primary driver of oxidation, as expected, with atmosphere and light significantly impacting oxidation rates. Vacuum storage was most effective at reducing oxidation, while light exposure under ambient conditions accelerated oxidation via photooxidation. Sensory analysis confirmed that spectroscopic indicators of oxidation corresponded to perceptible sensory changes, validating NIR-HSI as a reliable tool for assessing hazelnut quality. This study underscores the potential of NIR-HSI and chemometrics for quality control and shelf-life assessment in hazelnuts and other oxidation-prone food products.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
NIR-HSI无损检测袋装榛子氧化
本研究探讨了近红外高光谱成像(NIR-HSI)作为一种无损检测榛子(Corylus avellana)在不同大气条件(空气、氮气和真空)和光照下的氧化情况的应用,直接将榛子(Corylus avellana)储存在塑料袋中,无需拆除包装也无需制备样品。榛子在78天的储存期内进行成像,并使用ANOVA-Simultaneous Component Analysis (ASCA)对数据进行分析,以量化时间、大气和光照对氧化的影响。每个袋子内的单个榛子被分段分析,以研究榛子之间的变异性。图像被单独研究以检测表面的氧化模式。结果表明,时间是氧化的主要驱动因素,正如预期的那样,大气和光照显著影响氧化速率。真空储存在减少氧化方面最有效,而在环境条件下的光暴露则通过光氧化加速氧化。感官分析证实氧化的光谱指标与可感知的感官变化相对应,验证了NIR-HSI作为评估榛子质量的可靠工具。这项研究强调了NIR-HSI和化学计量学在榛子和其他易氧化食品的质量控制和保质期评估中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
期刊最新文献
Corrigendum to “A new strategy for skeletal muscle wound age estimation using machine learning and ATR-FTIR spectroscopy: Eliminating early postmortem interference” [Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. 344 (2026) 126748] Macroscopic and microscopic investigation of adsorption mechanisms of phenanthrene and its derivatives on polyacrylonitrile microplastics Corrigendum to “An hMAO-B-activatable mitochondrial binding fluorescent probe in live-cell via enzyme-anchored and charge-driven dual targeting” [Spectrochim. Acta Part A Mol. Biomol. Spectrosc. 351 (2026) 127464] A NIR fluorescent probe for viscosity detection and its application to spinal cord imaging in mice with multiple sclerosis Luminescent sensor based on colloidal Ag2S quantum dots for oxytetracycline detection in milk
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1