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稻米脂肪含量近红外光谱分析技术研究
引用本文:王海莲,万向元,胡培松,翟虎渠,万建民.稻米脂肪含量近红外光谱分析技术研究[J].中国农业科学,2005,38(8):1540-1546.
作者姓名:王海莲  万向元  胡培松  翟虎渠  万建民
作者单位:1. 南京农业大学作物遗传与种质创新国家重点实验室,南京,210095
2. 中国水稻研究所,杭州,310006
3. 中国农业科学院,北京,100081
4. 南京农业大学作物遗传与种质创新国家重点实验室,南京,210095;中国农业科学院,北京,100081
基金项目:国家“863”计划项目(2003AA222131,2003AA207020)和国家自然科学基金项目(nsfc30270811)资助
摘    要: 应用近红外光谱(NIRS)分析技术和偏最小二乘法(PLS)建立稻米脂肪定量分析数学模型,并比较糙米粒和糙米粉NIRS数学模型对预测稻米脂肪含量的效果差异。结果表明,当利用糙米粒和糙米粉NIRS数学模型对样品进行预测时,内部交叉验证预测值和真值之间的决定系数(R2)分别为94.44%和95.54%,内部交叉检验的标准差(RMSECV)分别为0.09%和0.08%;外部验证预测值和真值之间的R2值分别为79.51%和87.10%,预测标准差(RMSEP)分别为0.24%和0.26%,平均相对误差(ARE)分别为4.11%和3.30%。内部交叉验证和外部验证结果证明,糙米粒和糙米粉NIRS数学模型均具有较高的预测准确性,可应用于稻米营养品质改良实践。

关 键 词:稻米  脂肪含量  近红外光谱(NIRS)  定量分析
收稿时间:2004-09-21
修稿时间:2004-09-21

Quantitative Analysis of Fat Content in Brown Rice by Near Infrared Spectroscopy (NIRS) Technique
WANG Hai-lian,WAN Xiang-yuan,HU Pei-song,ZHAI Hu-qu,WAN Jian-min.Quantitative Analysis of Fat Content in Brown Rice by Near Infrared Spectroscopy (NIRS) Technique[J].Scientia Agricultura Sinica,2005,38(8):1540-1546.
Authors:WANG Hai-lian  WAN Xiang-yuan  HU Pei-song  ZHAI Hu-qu  WAN Jian-min
Abstract:Based on NIRS technique and partial least squares (PLS) algorithm, two calibration models were established tanalyze quantitatively fat content (FT) in brown rice grain and brown rice flour, respectively. The determination coefficients (R2) othese two models for FT were 94.44% and 95.54%, and the root mean square errors of cross validation (RMSECV) were 0.09% an0.08%, respectively. In external validation, the R2 value between the true value and predicted value were 79.51% and 87.10% for Fin brown rice grain and brown rice flour, and the root mean square errors of prediction (RMSEP) were 0.24% and 0.26%, and thaverage relative errors were 4.11% and 3.30%, respectively. These results indicated that the method of NIRS has relatively higaccuracy in prediction tests for FT in brown rice grain and brown rice flour and that the two mathematic models established in thpresent study should be useful for nutrient quality improvement in rice breeding program.
Keywords:Rice  Fat content  NIRS (near infrared spectroscopy)  Quantitative analysis  
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