首页 | 本学科首页   官方微博 | 高级检索  
     检索      

小波变换在脐橙维生素C含量近红外光谱预测中的应用
引用本文:夏俊芳,李小昱,李培武,王为,丁小霞.小波变换在脐橙维生素C含量近红外光谱预测中的应用[J].中国农业科学,2007,40(8):1760-1766.
作者姓名:夏俊芳  李小昱  李培武  王为  丁小霞
作者单位:1. 华中农业大学工程技术学院,武汉,430070
2. 中国农业科学院武汉油料作物研究所,武汉,430062
摘    要: 【目的】探索快速检测柑橘Vc含量的方法。【方法】利用不同分解水平的Daubechies3小波变换,对100个脐橙整果样品的近红外光谱信号进行了消噪处理,并利用消噪后的重构光谱对脐橙Vc含量进行了偏最小二乘法交叉验证。【结果】小波分解尺度水平不同,偏最小二乘法交叉验证效果各不相同,在分解水平为4时效果最好,其预测值与标准值的相关系数R达到0.9574,交叉验证预测均方差RMSECV仅为3.9 mg/100g。比较了11种光谱预处理方法,其中,小波消噪后的偏最小二乘法交叉验证模型预测效果最好,预测值与真值的相关系性最好。【结论】小波消噪后建立的近红外光谱模型能准确地对脐橙Vc含量进行无损快速的定量分析。

关 键 词:脐橙  近红外光谱  小波消噪  偏最小二乘法
收稿时间:2006-10-23
修稿时间:2006-10-31

Application of Wavelet Transformation in Umbilical Orange Vitamin C Content Prediction with Near-Infrared Spectroscopy
XIA Jun-fang,LI Xiao-yu,LI Pei-wu,WANG Wei,DING Xiao-xia.Application of Wavelet Transformation in Umbilical Orange Vitamin C Content Prediction with Near-Infrared Spectroscopy[J].Scientia Agricultura Sinica,2007,40(8):1760-1766.
Authors:XIA Jun-fang  LI Xiao-yu  LI Pei-wu  WANG Wei  DING Xiao-xia
Institution:1. Engineering and Technology Department of Huazhong Agricultural University, Wuhan 430070; 2. Oil Crops Research Institute, Chinese Academy of Agricultural Sciences, Wuhan 430062
Abstract:In order to quest a approach for measure vitamin C content of orange, based on wavelet transformation by different decomposing level, the near-infrared spectroscopy signals of 100 intact orange samples were do-noised and some PLS-CV (partial least squared-cross validation ) operations were proposed for the prediction of orange Vc ( Vitamin C ) content with the reconstructed spectra after do-noised. The results show that the PLS-CV results were not the same when the wavelet decomposing level was different. PLS-CV result was best at a wavelet decomposing level of 4. Its R was 0.9574, and its RMSECV was 3.9mg/100g . Therefore, it is concluded that the FT-NIR model treated by wavelet do-noised can be feasible to detect Vc content of orange rapidly and nondestructively.
Keywords:Umbilical orange  Near infrared spectroscopy  Wavelet do-noised  Partial least squared
本文献已被 CNKI 维普 万方数据 等数据库收录!
点击此处可从《中国农业科学》浏览原始摘要信息
点击此处可从《中国农业科学》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号