Non-destructive and fast method of mapping the distribution of the soluble solids content and pH in kiwifruit using object rotation near-infrared hyperspectral imaging approach

高光谱成像 偏最小二乘回归 校准 近红外光谱 均方根 生物系统 分析化学(期刊) 化学 化学成像 人工智能 数学 光学 色谱法 计算机科学 物理 统计 生物 量子力学
作者
Tongmei Ma,Yu Xia,Toru Inagaki,Satoru Tsuchikawa
出处
期刊:Postharvest Biology and Technology [Elsevier]
卷期号:174: 111440-111440 被引量:23
标识
DOI:10.1016/j.postharvbio.2020.111440
摘要

This work aimed to offer a non-destructive and fast approach to visualizing the soluble solids content (SSC) and acidity (pH) of the whole kiwifruit. Most of the visible-near-infrared spectral imaging techniques used in postharvest fruit and vegetables assessment exhibit issues related to the identification of the quality spatial distribution within intact samples, mainly due to sampling surface curvature effects. Here, a push-broom-type NIR hyperspectral imaging camera and a sample rotation stage were combined to scan entire kiwifruit surfaces. Then, key wavelengths in the range of 1002–2300 nm were extracted for constructing SSC and pH calibration models by partial least squares regression analysis. The resulting SSC prediction accuracy was sufficiently high: the coefficient of determination (R2cv) and the root mean square error (RMSEcv) of cross-validation set were 0.74 and 0.7 %, respectively. For pH, the R2cv and RMSEcv were 0.64 and 0.14, respectively. Finally, the SSC and pH 360˚mapping results surpassed earlier works in this area that they showed a distinct spatial distribution within each intact sample. It was concluded that the proposed object rotation hyperspectral imaging approach is promising for the non-destructive prediction mapping of SSC and pH in kiwifruit or other cylindrical-shaped samples.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
公子襄发布了新的文献求助10
刚刚
大模型应助小班采纳,获得30
1秒前
2秒前
幻辉发布了新的文献求助10
3秒前
Melan完成签到,获得积分10
3秒前
3秒前
rzzz完成签到,获得积分10
4秒前
4秒前
PJZou发布了新的文献求助10
4秒前
6秒前
无花果应助需尽欢采纳,获得30
7秒前
accept白发布了新的文献求助10
7秒前
7秒前
rzzz发布了新的文献求助10
7秒前
阿黎发布了新的文献求助10
9秒前
orixero应助核爆流畅采纳,获得10
10秒前
繁荣的秋完成签到,获得积分20
10秒前
10秒前
小小喵发布了新的文献求助10
11秒前
包容菲鹰完成签到 ,获得积分10
11秒前
小蘑菇应助HelenDong采纳,获得10
12秒前
科研混子完成签到,获得积分20
12秒前
天天快乐应助啥也不会采纳,获得10
12秒前
通天塔发布了新的文献求助10
13秒前
酷波er应助研友_n2Q9KL采纳,获得10
14秒前
共享精神应助tl采纳,获得10
14秒前
15秒前
accept白完成签到,获得积分10
15秒前
15秒前
Akim应助兜兜采纳,获得10
15秒前
传奇3应助小英采纳,获得10
16秒前
可乐发布了新的文献求助10
17秒前
柯一一应助大脸萌采纳,获得10
17秒前
17秒前
18秒前
PJZou完成签到 ,获得积分10
19秒前
19秒前
19秒前
20秒前
生动元姗完成签到,获得积分20
20秒前
高分求助中
Thermodynamic data for steelmaking 3000
Teaching Social and Emotional Learning in Physical Education 900
Counseling With Immigrants, Refugees, and Their Families From Social Justice Perspectives pages 800
藍からはじまる蛍光性トリプタンスリン研究 400
Cardiology: Board and Certification Review 400
[Lambert-Eaton syndrome without calcium channel autoantibodies] 340
New Words, New Worlds: Reconceptualising Social and Cultural Geography 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 有机化学 工程类 生物化学 纳米技术 物理 内科学 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 电极 光电子学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 2363333
求助须知:如何正确求助?哪些是违规求助? 2071574
关于积分的说明 5177052
捐赠科研通 1799846
什么是DOI,文献DOI怎么找? 898620
版权声明 557810
科研通“疑难数据库(出版商)”最低求助积分说明 479606