• 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

储存期间卡布利鹰嘴豆微观结构变化的无损评估

Non-Destructive Assessment of Microstructural Changes in Kabuli Chickpeas during Storage.

作者信息

Indore Navnath S, Chaudhry Mudassir, Jayas Digvir S, Paliwal Jitendra, Karunakaran Chithra

机构信息

Department of Biosystems Engineering, University of Manitoba, 75 Chancellors Circle, Winnipeg, MB R3T 5V6, Canada.

President's Office, A762 University Hall, University of Lethbridge, Lethbridge, AB T1K 3M4, Canada.

出版信息

Foods. 2024 Jan 29;13(3):433. doi: 10.3390/foods13030433.

DOI:10.3390/foods13030433
PMID:38338568
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10855213/
Abstract

The potential of hyperspectral imaging (HSI) and synchrotron phase-contrast micro computed tomography (SR-µCT) was evaluated to determine changes in chickpea quality during storage. Chickpea samples were stored for 16 wk at different combinations of moisture contents (MC of 9%, 11%, 13%, and 15% wet basis) and temperatures (10 °C, 20 °C, and 30 °C). Hyperspectral imaging was utilized to investigate the overall quality deterioration, and SR-µCT was used to study the microstructural changes during storage. Principal component analysis (PCA) and Partial Least Squares Discriminant Analysis (PLS-DA) were used as multivariate data analysis approaches for HSI data. Principal component analysis successfully grouped the samples based on relative humidity (RH) and storage temperatures, and the PLS-DA classification also resulted in reliable accuracy (between 80 and 99%) for RH-based and temperature-based classification. The SR-µCT results revealed that microstructural changes in kernels (9% and 15% MC) were dominant at higher temperatures (above 20 °C) as compared to lower temperatures (10 °C) during storage due to accelerated spoilage at higher temperatures (above 20 °C). Chickpeas which had internal irregularities like cracked endosperm and air spaces before storage were spoiled at lower moisture from 8 wk of storage.

摘要

对高光谱成像(HSI)和同步辐射相衬显微计算机断层扫描(SR-µCT)的潜力进行了评估,以确定鹰嘴豆在储存期间品质的变化。鹰嘴豆样品在不同水分含量(湿基分别为9%、11%、13%和15%)和温度(10℃、20℃和30℃)的组合条件下储存16周。利用高光谱成像研究整体品质劣化情况,并用SR-µCT研究储存期间的微观结构变化。主成分分析(PCA)和偏最小二乘判别分析(PLS-DA)被用作HSI数据的多元数据分析方法。主成分分析成功地根据相对湿度(RH)和储存温度对样品进行了分组,PLS-DA分类对于基于RH和基于温度的分类也产生了可靠的准确率(80%至99%)。SR-µCT结果表明,在储存期间,与较低温度(10℃)相比,较高温度(20℃以上)下籽粒(9%和15%水分含量)的微观结构变化更为显著,这是因为在较高温度(20℃以上)下变质加速。储存前内部有不规则情况(如胚乳开裂和有空隙)的鹰嘴豆在较低水分含量下从储存8周起就开始变质。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/3848cd8a8ca4/foods-13-00433-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/e6eeaab79c5e/foods-13-00433-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/3e069aa09797/foods-13-00433-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/166db0d930b2/foods-13-00433-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/5367d90f0177/foods-13-00433-g0A4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/0e741913dc9c/foods-13-00433-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/146b162f42e2/foods-13-00433-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/c5beb1d06083/foods-13-00433-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/e8499e8d4de6/foods-13-00433-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/ca398cf5bf35/foods-13-00433-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/30073baad4a7/foods-13-00433-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/7d7f8e792421/foods-13-00433-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/83abb5f088e3/foods-13-00433-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/ca61b21f8ddd/foods-13-00433-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/3848cd8a8ca4/foods-13-00433-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/e6eeaab79c5e/foods-13-00433-g0A1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/3e069aa09797/foods-13-00433-g0A2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/166db0d930b2/foods-13-00433-g0A3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/5367d90f0177/foods-13-00433-g0A4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/0e741913dc9c/foods-13-00433-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/146b162f42e2/foods-13-00433-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/c5beb1d06083/foods-13-00433-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/e8499e8d4de6/foods-13-00433-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/ca398cf5bf35/foods-13-00433-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/30073baad4a7/foods-13-00433-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/7d7f8e792421/foods-13-00433-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/83abb5f088e3/foods-13-00433-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/ca61b21f8ddd/foods-13-00433-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62e5/10855213/3848cd8a8ca4/foods-13-00433-g010.jpg

相似文献

1
Non-Destructive Assessment of Microstructural Changes in Kabuli Chickpeas during Storage.储存期间卡布利鹰嘴豆微观结构变化的无损评估
Foods. 2024 Jan 29;13(3):433. doi: 10.3390/foods13030433.
2
Identifying Freshness of Spinach Leaves Stored at Different Temperatures Using Hyperspectral Imaging.利用高光谱成像技术识别不同温度下储存的菠菜叶片的新鲜度
Foods. 2019 Aug 21;8(9):356. doi: 10.3390/foods8090356.
3
Hyperspectral Imaging (HSI) Technology for the Non-Destructive Freshness Assessment of Pearl Gentian Grouper under Different Storage Conditions.高光谱成像(HSI)技术在不同贮藏条件下珍珠龙胆石斑鱼非破坏性新鲜度评估中的应用。
Sensors (Basel). 2021 Jan 15;21(2):583. doi: 10.3390/s21020583.
4
Classification of oat and groat kernels using NIR hyperspectral imaging.利用近红外高光谱成像技术对燕麦和麦粒的分类。
Talanta. 2013 Jan 15;103:276-84. doi: 10.1016/j.talanta.2012.10.044. Epub 2012 Oct 27.
5
Towards the non-invasive assessment of staling in bovine hides with hyperspectral imaging.利用高光谱成像技术对牛皮陈旧程度进行无创评估
Spectrochim Acta A Mol Biomol Spectrosc. 2023 Mar 15;289:122220. doi: 10.1016/j.saa.2022.122220. Epub 2022 Dec 7.
6
Moisture Adsorption Isotherm and Storability of Hazelnut Inshells and Kernels Produced in Oregon, USA.美国俄勒冈州产榛果壳和榛果仁的水分吸附等温线和贮藏稳定性。
J Food Sci. 2018 Feb;83(2):340-348. doi: 10.1111/1750-3841.14025. Epub 2018 Jan 16.
7
Detection of the Freshness State of Cooked Beef During Storage Using Hyperspectral Imaging.利用高光谱成像技术检测烹饪牛肉在储存过程中的新鲜度状态。
Appl Spectrosc. 2017 Oct;71(10):2286-2301. doi: 10.1177/0003702817718807. Epub 2017 Jul 13.
8
Monitoring quality changes in green tea during storage: A hyperspectral imaging method.绿茶储存期间品质变化监测:一种高光谱成像方法。
Food Chem X. 2024 Jun 8;23:101538. doi: 10.1016/j.fochx.2024.101538. eCollection 2024 Oct 30.
9
Quality Characterization of Fava Bean-Fortified Bread Using Hyperspectral Imaging.利用高光谱成像技术对蚕豆强化面包进行品质表征
Foods. 2024 Jan 11;13(2):231. doi: 10.3390/foods13020231.
10
Monitoring fungal growth on brown rice grains using rapid and non-destructive hyperspectral imaging.利用快速无损高光谱成像技术监测糙米上真菌的生长。
Int J Food Microbiol. 2015 Apr 16;199:93-100. doi: 10.1016/j.ijfoodmicro.2015.01.001. Epub 2015 Jan 8.

引用本文的文献

1
Recent Applications of Near-Infrared Spectroscopy in Food Quality Analysis.近红外光谱技术在食品质量分析中的最新应用
Foods. 2024 Aug 22;13(16):2633. doi: 10.3390/foods13162633.
2
Characterization of spring and durum wheat using non-destructive synchrotron phase contrast X-ray microtomography during storage.在储存期间使用非破坏性同步辐射相衬X射线显微断层扫描技术对春小麦和硬粒小麦进行表征。
NPJ Sci Food. 2024 May 18;8(1):29. doi: 10.1038/s41538-024-00271-0.

本文引用的文献

1
Study of Microstructural, Nutritional, and Biochemical Changes in Hulled and Hulless Barley during Storage Using X-ray and Infrared Techniques.利用X射线和红外技术研究带壳和裸大麦在储存期间的微观结构、营养和生化变化
Foods. 2023 Oct 27;12(21):3935. doi: 10.3390/foods12213935.
2
Synchrotron tomography applications in agriculture and food sciences research: a review.同步加速器断层扫描技术在农业与食品科学研究中的应用:综述
Plant Methods. 2022 Aug 13;18(1):101. doi: 10.1186/s13007-022-00932-9.
3
Development and storage stability of chickpea, mung bean, and peanut-based ready-to-use therapeutic food to tackle protein-energy malnutrition.
鹰嘴豆、绿豆和花生基即用型治疗性食品用于解决蛋白质能量营养不良问题的研发及储存稳定性
Food Sci Nutr. 2021 Jul 19;9(9):5131-5138. doi: 10.1002/fsn3.2479. eCollection 2021 Sep.
4
Machine learning techniques for analysis of hyperspectral images to determine quality of food products: A review.用于分析高光谱图像以确定食品质量的机器学习技术:综述
Curr Res Food Sci. 2021 Feb 3;4:28-44. doi: 10.1016/j.crfs.2021.01.002. eCollection 2021.
5
X-ray computed tomography in life sciences.X 射线计算机断层扫描在生命科学中的应用。
BMC Biol. 2020 Feb 27;18(1):21. doi: 10.1186/s12915-020-0753-2.
6
Bubbles in noodle dough: Characterization by X-ray microtomography.面条面团中的气泡:X 射线微层析成像的表征。
Food Res Int. 2018 Mar;105:548-555. doi: 10.1016/j.foodres.2017.11.050. Epub 2017 Nov 22.
7
Non-destructive, high-content analysis of wheat grain traits using X-ray micro computed tomography.使用X射线显微计算机断层扫描技术对小麦籽粒性状进行无损、高内涵分析。
Plant Methods. 2017 Nov 1;13:76. doi: 10.1186/s13007-017-0229-8. eCollection 2017.
8
Challenges and issues concerning mycotoxins contamination in oil seeds and their edible oils: Updates from last decade.油籽及其食用油中霉菌毒素污染相关的挑战与问题:过去十年的进展
Food Chem. 2017 Jan 15;215:425-37. doi: 10.1016/j.foodchem.2016.07.161. Epub 2016 Jul 29.
9
Fast virtual histology using X-ray in-line phase tomography: application to the 3D anatomy of maize developing seeds.使用X射线在线相断层扫描的快速虚拟组织学:在玉米发育种子三维解剖学中的应用
Plant Methods. 2015 Dec 18;11:55. doi: 10.1186/s13007-015-0098-y. eCollection 2015.
10
Co-occurrence of tannin and tannin-less vacuoles in sensitive plants.敏感植物中单宁与无单宁液泡的共现。
Protoplasma. 2016 May;253(3):821-834. doi: 10.1007/s00709-015-0844-z. Epub 2015 Jun 24.