发表状态 | 已发表Published |
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
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ISSN/eISSN | 2304-8158 |
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 |
DOI | 10.3390/foods11010043 |
URL | 查看来源 |
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 | |
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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