Assessment of the optical response of bruised kiwifruit using hyperspectral imaging and its relationships with water migration

IF 6.8 1区 农林科学 Q1 AGRONOMY Postharvest Biology and Technology Pub Date : 2025-07-01 Epub Date: 2025-03-13 DOI:10.1016/j.postharvbio.2025.113515
Diandian Liang , Ning Wang , Hao Yin , Jie Cui , Yuping Huang , Ye Sun , Yonghong Hu
{"title":"Assessment of the optical response of bruised kiwifruit using hyperspectral imaging and its relationships with water migration","authors":"Diandian Liang ,&nbsp;Ning Wang ,&nbsp;Hao Yin ,&nbsp;Jie Cui ,&nbsp;Yuping Huang ,&nbsp;Ye Sun ,&nbsp;Yonghong Hu","doi":"10.1016/j.postharvbio.2025.113515","DOIUrl":null,"url":null,"abstract":"<div><div>This study aimed to investigate the capability of hyperspectral imaging (HSI) technology in non-destructive detection of early damage in kiwifruit, revealing its detection mechanisms from the perspective of moisture migration caused by damage. Low-field nuclear magnetic resonance (LF NMR) technology, HSI, and hyperspectral microscopic imaging (HMI) were employed to examine the relationships between moisture content in different states, relative spectral reflectance, and spectral absorbance of “Zespri” green kiwifruit at 0, 2, 4, 6, and 8 d post-damage. Additionally, the relationship between spectral absorbance and moisture content in four states was explored. The results indicated that bruising damage disrupted the microstructure of the kiwifruit, and exacerbated the migration of free water in the vacuoles, leading to an earlier peak in the proportion of free water compared to the control group. Significant moisture absorption bands were observed at the characteristic wavelengths corresponding to hyperspectral relative reflectance and hyperspectral microscopic absorbance of damaged kiwifruit. A high negative correlation was found between hyperspectral microscopic absorbance and free water content, with linear fitting results for the top five wavelengths showing R² values exceeding 0.8940. Using the hyperspectral reflectance at the 30 most relevant characteristic wavelengths related to free water content, early discrimination analysis of damaged kiwifruit was conducted, yielding an average accuracy of 96.56 % across four model validation sets. These findings indicate that the mechanism of hyperspectral imaging in detecting bruises in kiwifruit is potentially related to free water content. This research provides new insights into the non-destructive detection mechanisms of bruised fruit using hyperspectral imaging technology from the perspective of moisture migration.</div></div>","PeriodicalId":20328,"journal":{"name":"Postharvest Biology and Technology","volume":"225 ","pages":"Article 113515"},"PeriodicalIF":6.8000,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Postharvest Biology and Technology","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0925521425001279","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/3/13 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"AGRONOMY","Score":null,"Total":0}
引用次数: 0

Abstract

This study aimed to investigate the capability of hyperspectral imaging (HSI) technology in non-destructive detection of early damage in kiwifruit, revealing its detection mechanisms from the perspective of moisture migration caused by damage. Low-field nuclear magnetic resonance (LF NMR) technology, HSI, and hyperspectral microscopic imaging (HMI) were employed to examine the relationships between moisture content in different states, relative spectral reflectance, and spectral absorbance of “Zespri” green kiwifruit at 0, 2, 4, 6, and 8 d post-damage. Additionally, the relationship between spectral absorbance and moisture content in four states was explored. The results indicated that bruising damage disrupted the microstructure of the kiwifruit, and exacerbated the migration of free water in the vacuoles, leading to an earlier peak in the proportion of free water compared to the control group. Significant moisture absorption bands were observed at the characteristic wavelengths corresponding to hyperspectral relative reflectance and hyperspectral microscopic absorbance of damaged kiwifruit. A high negative correlation was found between hyperspectral microscopic absorbance and free water content, with linear fitting results for the top five wavelengths showing R² values exceeding 0.8940. Using the hyperspectral reflectance at the 30 most relevant characteristic wavelengths related to free water content, early discrimination analysis of damaged kiwifruit was conducted, yielding an average accuracy of 96.56 % across four model validation sets. These findings indicate that the mechanism of hyperspectral imaging in detecting bruises in kiwifruit is potentially related to free water content. This research provides new insights into the non-destructive detection mechanisms of bruised fruit using hyperspectral imaging technology from the perspective of moisture migration.
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
利用高光谱成像技术评价猕猴桃损伤后的光响应及其与水分迁移的关系
本研究旨在探讨高光谱成像(HSI)技术在猕猴桃早期损伤无损检测中的能力,从损伤引起水分迁移的角度揭示其检测机制。采用低场核磁共振(LF NMR)技术、HSI和高光谱显微成像(HMI)技术,研究了“Zespri”绿猕猴桃在损伤后0、2、4、6和8 d不同状态下水分含量与相对光谱反射率和光谱吸光度的关系。此外,还探讨了四种状态下光谱吸光度与含水率的关系。结果表明,瘀伤损伤破坏了猕猴桃的微观结构,加剧了自由水在液泡中的迁移,导致自由水比例比对照组更早达到峰值。在受损猕猴桃的高光谱相对反射率和高光谱显微吸光度对应的特征波长处观察到显著的吸湿带。高光谱显微吸光度与游离水含量呈高度负相关,前5个波长的线性拟合结果显示R²值超过0.8940。利用与游离含水量相关的30个最相关特征波长的高光谱反射率,对猕猴桃进行了早期识别分析,4个模型验证集的平均准确率为96.56 %。这些发现表明,高光谱成像检测猕猴桃瘀伤的机制可能与自由水分含量有关。本研究为利用高光谱成像技术从水分迁移角度研究水果损伤无损检测机制提供了新的思路。
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
Postharvest Biology and Technology
Postharvest Biology and Technology 农林科学-农艺学
CiteScore
12.00
自引率
11.40%
发文量
309
审稿时长
38 days
期刊介绍: The journal is devoted exclusively to the publication of original papers, review articles and frontiers articles on biological and technological postharvest research. This includes the areas of postharvest storage, treatments and underpinning mechanisms, quality evaluation, packaging, handling and distribution of fresh horticultural crops including fruit, vegetables, flowers and nuts, but excluding grains, seeds and forages. Papers reporting novel insights from fundamental and interdisciplinary research will be particularly encouraged. These disciplines include systems biology, bioinformatics, entomology, plant physiology, plant pathology, (bio)chemistry, engineering, modelling, and technologies for nondestructive testing. Manuscripts on fresh food crops that will be further processed after postharvest storage, or on food processes beyond refrigeration, packaging and minimal processing will not be considered.
期刊最新文献
Edible flowers preserved with biodegradable coatings Filter-based short-wave infrared imaging combined with machine learning for non-destructive quality assessment of durian pulp Melatonin alleviates chilling injury in postharvest banana fruit by modulating membrane lipid and phenolic metabolism ε-Poly-L-lysine treatment enhances disease resistance in peach fruit by regulating antioxidation and cell wall metabolisms Control of citrus postharvest green and blue molds by avocado stone extract
×
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