Predicting single kernel and bulk milled rice alkali spreading value and gelatinization temperature class using NIR spectroscopy

近红外光谱 校准 核(代数) 化学 淀粉 光谱学 分析化学(期刊) 数学 生物系统 统计 食品科学 色谱法 物理 光学 量子力学 组合数学 生物
作者
Paul W. Armstrong,Elizabeth B. Maghirang,Mingshui Chen,Anna M. McClung,Kevin F. Yaptenco,Daniel L. Brabec,Ting-Ting Wu
出处
期刊:Cereal chemistry [Wiley]
卷期号:99 (6): 1234-1245
标识
DOI:10.1002/cche.10587
摘要

Background and Objectives The alkali spreading value (ASV) of rice is a widely measured quality parameter and accepted indicator of gelatinization temperature (GT) class. However, the alkali test, developed in 1958, is labor intensive and subjective. Better methods to measure ASV and GT, for single kernel and bulk rice would provide an important tool to determine the effects of individual kernels on end-use quality and rice with desired cooking qualities. An instrument developed by the USDA-ARS and a commercially available near infrared (NIR) instrument were evaluated for determining ASV and classification of intermediate and low GT levels for single kernel and bulk milled rice, respectively. Findings Quantitative prediction of ASV scores (2–7) demonstrated the potential of NIR spectroscopy for screening with a standard error of prediction for validation samples ranging from 0.91 to 1.39 for the single kernel NIR instrument, and from 0.97 to 1.19 for the commercial instrument. GT categorization into intermediate and low values, using ASV scores, showed 82.4% and 85.0% correct classification using 1 and 30-single kernel average calibration models, respectively. GT was correctly classified (93.6%–84.4%) using a commercial NIR instrument. Conclusion NIR spectroscopy has potential for rough screening of ASV and for two-category GT rice classification. Significance and Novelty Considering that NIR spectroscopy has been proven to be applicable for other quality parameters, such as rice starch content and quality, protein content, and milling degree, the addition of calibrations for ASV as a predictor of GT class will be highly beneficial while not requiring additional resources. The rapid and nondestructive classification of individual kernels may also enable physical segregation of individual kernels for use by rice researchers and/or industry for additional studies on kernels with specific quality parameters and for determining the extent of variant kernels in a milled rice lot that could affect end use quality. Future studies on the use of NIR spectroscopy for brown rice should be evaluated so that quality could be assessed, while maintaining seed viability, and then used in field studies.
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
PDF的下载单位、IP信息已删除 (2025-6-4)

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
机灵冰凡完成签到,获得积分20
刚刚
小鹏哥完成签到,获得积分10
1秒前
小马甲应助忐忑的源智采纳,获得10
1秒前
星星轨迹完成签到,获得积分10
1秒前
丘比特应助孤独的绮玉采纳,获得10
2秒前
善学以致用应助yummy采纳,获得10
2秒前
2秒前
2秒前
cfn456完成签到,获得积分10
2秒前
2秒前
2秒前
在水一方应助无语的幻珊采纳,获得10
3秒前
咩咩咩完成签到,获得积分20
3秒前
liu完成签到 ,获得积分10
4秒前
李健的小迷弟应助汤飞柏采纳,获得10
4秒前
4秒前
5秒前
5秒前
Tigher发布了新的文献求助10
5秒前
5秒前
djiwisksk66应助科研通管家采纳,获得10
5秒前
酷波er应助科研通管家采纳,获得10
5秒前
搜集达人应助科研通管家采纳,获得10
5秒前
bkagyin应助科研通管家采纳,获得10
5秒前
英俊的铭应助科研通管家采纳,获得10
6秒前
Whim应助科研通管家采纳,获得20
6秒前
科目三应助科研通管家采纳,获得10
6秒前
核桃应助科研通管家采纳,获得10
6秒前
科研通AI2S应助科研通管家采纳,获得10
6秒前
深情安青应助科研通管家采纳,获得10
6秒前
ding应助科研通管家采纳,获得10
6秒前
852应助科研通管家采纳,获得10
6秒前
6秒前
逸之狐应助科研通管家采纳,获得100
6秒前
所所应助科研通管家采纳,获得10
6秒前
酷波er应助科研通管家采纳,获得10
7秒前
完美世界应助科研通管家采纳,获得10
7秒前
7秒前
无花果应助科研通管家采纳,获得10
7秒前
NexusExplorer应助科研通管家采纳,获得10
7秒前
高分求助中
The Mother of All Tableaux Order, Equivalence, and Geometry in the Large-scale Structure of Optimality Theory 2400
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
Cognitive Neuroscience: The Biology of the Mind 1000
Cognitive Neuroscience: The Biology of the Mind (Sixth Edition) 1000
Optimal Transport: A Comprehensive Introduction to Modeling, Analysis, Simulation, Applications 800
Official Methods of Analysis of AOAC INTERNATIONAL 600
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
热门求助领域 (近24小时)
化学 材料科学 医学 生物 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 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3958608
求助须知:如何正确求助?哪些是违规求助? 3504895
关于积分的说明 11120971
捐赠科研通 3236246
什么是DOI,文献DOI怎么找? 1788726
邀请新用户注册赠送积分活动 871297
科研通“疑难数据库(出版商)”最低求助积分说明 802680