Non-destructive determination of soluble solids content using a multi-region combination model in hybrid citrus

赤道 相关系数 职位(财务) 均方误差 生物系统 肚脐 脐橙 数学 物理 光学 园艺 生物 统计 纬度 经济 天文 解剖 财务
作者
Yongjie Li,Guoqiang Jin,Xin Jiang,Shilai Yi,Xi Tian
出处
期刊:Infrared Physics & Technology [Elsevier]
卷期号:104: 103138-103138 被引量:22
标识
DOI:10.1016/j.infrared.2019.103138
摘要

Fruit is complicated natural production and the chemical components are heterogeneous at different position, the comprehensive quality evaluation for intact fruit is the fairest way for avoiding the nonuniform distribution. In order to build a higher accuracy model for soluble solids content (SSC) evaluation, the visible/near infrared spectra of citrus were collected from stem, equator and navel positions to analyze the influence of spectrum measurement position on the prediction accuracy of SSC. The SSC value gradually reduced from navel to equator and stem positions by sequence, but the trend of peel thickness of these three regions were opposite of SSC. The coefficient correlation of SSC between intact fruit and three local regions reached remarkable level, which proved it was feasible to build an accurate model for SSC prediction of intact fruit using the spectral information of local positions. Then separate local models based on specific position spectrum (stem, equator and navel) were built, the result showed the equator position was more suitable to evaluate SSC of intact fruit than navel and stem positions due to the better prediction accuracy, however the unpredictability and variation of the spectral collection position is a challenge to the prediction ability of intact fruit quality. Next multi-region combination models that fusing spectral information of multiple positions were developed, the combination models of 'Equator + Navel' and 'Stem + Equator + Navel' achieved optimal performance than other combination models and all separate local models, with the correlation coefficient of prediction set (Rpre) and root mean square error of prediction (RMSEP) of 0.8507, 0.8424 and 0.6015°Brix, 0.5901°Brix, respectively. It indicated that the peel thickness interfered the acquisition of spectral information of flesh layer, but the accuracy and robust of the prediction model could be improved through fusing the spectral information of multiple regions. Therefore, the fusion of multi-information sets should be deserved more attention to build a practicable model that is not sensitive to the variation of spectrum measurement position for SSC evaluation of intact citrus fruit.
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
orixero应助Jeffery426采纳,获得10
刚刚
在水一方应助小鱼采纳,获得10
刚刚
2秒前
柚子完成签到 ,获得积分10
4秒前
8秒前
陈卓完成签到,获得积分10
9秒前
alexyusheng发布了新的文献求助10
9秒前
幽篁完成签到,获得积分10
10秒前
11秒前
小鱼发布了新的文献求助10
12秒前
14秒前
alexyusheng完成签到,获得积分10
15秒前
15秒前
19秒前
华仔应助wjj采纳,获得10
19秒前
20秒前
斯文败类应助研友_8QyXr8采纳,获得10
20秒前
小鱼完成签到,获得积分10
20秒前
勤恳化蛹完成签到 ,获得积分10
20秒前
21秒前
21秒前
万能图书馆应助NOEYEDEER采纳,获得10
23秒前
24秒前
shengyue发布了新的文献求助10
24秒前
生姜完成签到,获得积分10
24秒前
鸢尾松茶完成签到 ,获得积分10
24秒前
风中浩天发布了新的文献求助10
25秒前
26秒前
zjy关注了科研通微信公众号
26秒前
胡楠发布了新的文献求助10
27秒前
28秒前
严易云完成签到,获得积分10
28秒前
天天快乐应助李华采纳,获得10
29秒前
29秒前
111完成签到,获得积分10
29秒前
lzr完成签到 ,获得积分10
29秒前
29秒前
左肩微笑发布了新的文献求助10
32秒前
糖糖爱干饭完成签到 ,获得积分10
32秒前
爆米花应助原野小年采纳,获得10
32秒前
高分求助中
The Oxford Handbook of Social Cognition (Second Edition, 2024) 1050
Kinetics of the Esterification Between 2-[(4-hydroxybutoxy)carbonyl] Benzoic Acid with 1,4-Butanediol: Tetrabutyl Orthotitanate as Catalyst 1000
The Young builders of New china : the visit of the delegation of the WFDY to the Chinese People's Republic 1000
юрские динозавры восточного забайкалья 800
English Wealden Fossils 700
Chen Hansheng: China’s Last Romantic Revolutionary 500
Mantiden: Faszinierende Lauerjäger Faszinierende Lauerjäger 500
热门求助领域 (近24小时)
化学 医学 生物 材料科学 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 基因 遗传学 催化作用 物理化学 免疫学 量子力学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 3140687
求助须知:如何正确求助?哪些是违规求助? 2791539
关于积分的说明 7799401
捐赠科研通 2447880
什么是DOI,文献DOI怎么找? 1302124
科研通“疑难数据库(出版商)”最低求助积分说明 626459
版权声明 601194