Pretreatment Method of Near-Infrared Diffuse Reflection Spectra Used for Sugar Content Prediction of Pears
文献类型: 外文期刊
作者: Wang Wei-ming 1 ; Dong Da-ming 1 ; Zheng Wen-gang 1 ; Zhao Xian-de 1 ; Jiao Lei-zi 1 ; Wang Ming-fei 1 ;
作者机构: 1.Beijing Acad Agr & Forestry Sci, Natl Engn Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
2.Guilin Univ Elect Technol, Sch Elect Engn & Automat, Guilin 541004, Peoples R China
关键词: NIR;Diffuse reflection;Sugar content;PLS;Pre-treatment
期刊名称:SPECTROSCOPY AND SPECTRAL ANALYSIS ( 影响因子:0.589; 五年影响因子:0.504 )
ISSN: 1000-0593
年卷期: 2013 年 33 卷 2 期
页码:
收录情况: SCI
摘要: The content of sugar is an important quality index for pears. However, the traditional sugar measurement methods are time-consuming and destructive. In the present study, the authors measured the sugar content of pears using visible and near infrared diffuse reflection spectroscopy. The pretreatment methods of multiplicative scatter correction (MSC), baseline correction, standard normal variate (SNV) transformation, and moving average algorithms were used on the original absorbance spectrum. Results indicate that the absorbance spectra after pretreatment are better than the original absorbance spectra for prediction. Partial least squares (PLS) regression was also used on the original absorbance spectrum and the absorbance spectrum after moving average and baseline correction. It follows that the forecast accuracy of the absorbance spectra after moving average is higher than that of the original absorbance spectra. The models gave good predictions of the sugar content of pears, with corresponding r values of 0.990 8, and standard errors of predictions of 0.019 0.
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