Suppr超能文献

不同果实大小苹果的近红外光谱校准以提高可溶性固形物含量模型性能

Calibration of Near Infrared Spectroscopy of Apples with Different Fruit Sizes to Improve Soluble Solids Content Model Performance.

作者信息

Jiang Xiaogang, Zhu Mingwang, Yao Jinliang, Zhang Yuxiang, Liu Yande

机构信息

School of Mechatronics & Vehicle Engineering, East China Jiaotong University, Nanchang 330013, China.

Institute of Intelligent Mechanical and Electrical Equipment Innovation, Nanchang 330013, China.

出版信息

Foods. 2022 Jun 28;11(13):1923. doi: 10.3390/foods11131923.

Abstract

The transmission spectrum of apples is affected by the fruit's size, which leads to poor prediction performance of the soluble solids content (SSC) models built for their different apple sizes. In this paper, three sets of near infrared (NIR) spectra of apples with various apple diameters were collected by applying NIR spectroscopy detection equipment to compare the spectra differences among various apple diameter groups. The NIR spectra of apples were corrected by studying the extinction rates within different apples. The corrected spectra were used to develop a partial least squares prediction model for their soluble solids content. Compared with the prediction model of the soluble solids content of apples without size correction, the R of PLSR improved from 0.769 to 0.869 and RMSEP declined from 0.990 to 0.721 in the small fruit diameter group; the R of PLSR improved from 0.787 to 0.932 and RMSEP declined from 0.878 to 0.531 in the large fruit diameter group. The proposed apple spectra correction method is effective and can be used to reduce the influence of sample diameter on NIR spectra.

摘要

苹果的透射光谱受果实大小影响,这导致针对不同苹果大小构建的可溶性固形物含量(SSC)模型预测性能不佳。本文通过应用近红外光谱检测设备收集了三组不同苹果直径的苹果近红外(NIR)光谱,以比较不同苹果直径组之间的光谱差异。通过研究不同苹果内部的消光率对苹果的近红外光谱进行校正。将校正后的光谱用于建立其可溶性固形物含量的偏最小二乘预测模型。与未进行大小校正的苹果可溶性固形物含量预测模型相比,小果实直径组中PLSR的R从0.769提高到0.869,RMSEP从0.990下降到0.721;大果实直径组中PLSR的R从0.787提高到0.932,RMSEP从0.878下降到0.531。所提出的苹果光谱校正方法是有效的,可用于减少样品直径对近红外光谱的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0c24/9266150/18125af13f7f/foods-11-01923-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验