Accurate and nondestructive detection of apple brix and acidity based on visible and near-infrared spectroscopy
Zhang, Yunqi1,2; Chen, Yong1,2; Wu, Yun1; Cui, Chaoyuan1
刊名APPLIED OPTICS
2021-05-01
卷号60
ISSN号1559-128X
DOI10.1364/AO.423994
通讯作者Cui, Chaoyuan(cycui@iim.ac.cn)
英文摘要Rapid, nondestructive and accurate detection of internal qualities of the apple is an important research interest. In this study, the brix, acidity and brix/acidity ratio of the apple were rapidly detected by visible and near-infrared spectroscopy (VIS-NIRS). By scanning spectra and measuring the reference values of brix and acidity of apple samples, the relationship models between the spectra and brix, acidity, brix/acidity ratiowere, respectively, established. Sample division, characteristic wavelength optimization, and modeling methods were compared systematically, and the optimal prediction model of each quality index was determined. The experimental results show that the competitive adaptive reweighted sampling method can effectively select characteristic wavelengths, which not only improves the prediction speed, but also greatly enhances the prediction accuracy. The established partial least squares models based on these selected characteristic wavelengths all have high accuracy and robustness for the three quality indices. The determination coefficients of the models are 0.9899, 0.9615, 0.9535, and the relative percent deviation are 9.9269, 5.0987, 4.6374, respectively. All this work proves that VIS-NIRS can be used for rapid and nondestructive detection of the internal qualities of an apple. (C) 2021 Optical Society of America
资助项目National Key Research and Development Program of China[2018YFD0700302]
WOS关键词SOLUBLE SOLIDS CONTENT ; QUANTITATIVE-ANALYSIS ; VIS/NIR SPECTROSCOPY ; SUGAR CONTENT ; VITAMIN-C ; QUALITY ; PARAMETERS ; FRUIT ; SOIL
WOS研究方向Optics
语种英语
出版者OPTICAL SOC AMER
WOS记录号WOS:000645865100060
资助机构National Key Research and Development Program of China
内容类型期刊论文
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/122113]  
专题中国科学院合肥物质科学研究院
通讯作者Cui, Chaoyuan
作者单位1.Chinese Acad Sci, Inst Intelligent Machines, Hefei Inst Phys Sci, Hefei 230031, Peoples R China
2.Univ Sci & Technol China, Hefei 230026, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Yunqi,Chen, Yong,Wu, Yun,et al. Accurate and nondestructive detection of apple brix and acidity based on visible and near-infrared spectroscopy[J]. APPLIED OPTICS,2021,60.
APA Zhang, Yunqi,Chen, Yong,Wu, Yun,&Cui, Chaoyuan.(2021).Accurate and nondestructive detection of apple brix and acidity based on visible and near-infrared spectroscopy.APPLIED OPTICS,60.
MLA Zhang, Yunqi,et al."Accurate and nondestructive detection of apple brix and acidity based on visible and near-infrared spectroscopy".APPLIED OPTICS 60(2021).
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace