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题名Rapid determination of β-glucan content of hulled and naked oats using near infrared spectroscopy combined with chemometrics
作者
发表日期2022
发表期刊Foods
ISSN/eISSN2304-8158
卷号11期号:1
摘要

The quantification of β-glucan in oats is of immense importance for plant breeders and food scientists to develop plant varieties and food products with a high quantity of β-glucan. However, the chemical analysis of β-glucan is time consuming, destructive, and laborious. In this study, near-infrared (NIR) spectroscopy in conjunction with Chemometrics was employed for rapid and non-destructive prediction of β-glucan content in oats. The interval Partial Least Square (iPLS) along with correlation matrix plots were employed to analyze the NIR spectrum from 700–1300 nm, 1300–1900 nm, and 1900–2500 nm for the selection of important wavelengths for the prediction of β-glucan. The NIR spectral data were pre-treated using Savitzky Golay smoothening and normalization before employing partial least square regression (PLSR) analysis. The PLSR models were established based on the selection of wavelengths from PLS loading plots that present a high correlation with β-glucan content. It was observed that wavelength region 700–1300 nm is sufficient for the satisfactory prediction of β-glucan of hulled and naked oats with R2 c of 0.789 and 0.677, respectively, and RMSE < 0.229. © 2021 by the authors. Licensee MDPI, Basel, Switzerland.

关键词NIR spectroscopy Oats Partial least square regression Prediction β-glucan
DOI10.3390/foods11010043
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收录类别SCIE
语种英语English
WOS研究方向Food Science & Technology
WOS类目Food Science & Technology
WOS记录号WOS:000748507300001
Scopus入藏号2-s2.0-85121797618
引用统计
被引频次:16[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7714
专题理工科技学院
通讯作者Xu, Baojun
作者单位
1.Food Science and Technology Program, BNU-HKBU United International College, Zhuhai, 519087, China
2.School of Chemical Engineering and Physical Sciences, Lovely Professional University, Jalandhar, 144411, India
3.Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
4.Statistical Program, BNU-HKBU United International College, Zhuhai, 519087, China
第一作者单位北师香港浸会大学
通讯作者单位北师香港浸会大学
推荐引用方式
GB/T 7714
Meenu, Maninder,Zhang, Yaqian,Kamboj, Umaet al. Rapid determination of β-glucan content of hulled and naked oats using near infrared spectroscopy combined with chemometrics[J]. Foods, 2022, 11(1).
APA Meenu, Maninder., Zhang, Yaqian., Kamboj, Uma., Zhao, Shifeng., Cao, Lixia., .. & Xu, Baojun. (2022). Rapid determination of β-glucan content of hulled and naked oats using near infrared spectroscopy combined with chemometrics. Foods, 11(1).
MLA Meenu, Maninder,et al."Rapid determination of β-glucan content of hulled and naked oats using near infrared spectroscopy combined with chemometrics". Foods 11.1(2022).
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