华北农学报 ›› 2008, Vol. 23 ›› Issue (2): 147-150. doi: 10.7668/hbnxb.2008.02.033

所属专题: 玉米

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近红外光谱法测定玉米品质指标的研究

孟兆芳1, 赵龙莲2, 程奕1, 陈秋生1, 张玺1, 范朝晖1, 严衍禄2   

  1. 1. 天津市农业科学院, 中心实验室, 天津, 300192;
    2. 中国农业大学, 信息与电气工程学院, 北京, 100094
  • 收稿日期:2007-05-17 出版日期:2008-04-28
  • 作者简介:孟兆芳(1963-),女,天津宁河人,副研究员,主要从事农产品分析工作.
  • 基金资助:
    天津市重大农业科技合作项目(03090)

Study on Determination Several Quality Characteristics of Maize by Near Infrared Spectroscopy

MENG Zhao-fang1, ZHAO Long-lian2, CHENG Yi1, CHEN Qiu-sheng1, ZHANG Xi1, FAN Zhao-hui1, YAN Yan-lu2   

  1. 1. Central Laboratory of Agriculture Academy of Tianjin, Tianjin 300192, China;
    2. College of Information and Electrical Engineering, China Agricultural University, Beijing 100094, China
  • Received:2007-05-17 Published:2008-04-28

摘要: 应用近红外光谱法(Near infrared spectroscopy,NIRS)和偏最小二乘法(Partial least squares,PLS)建立玉米粗蛋白质、粗脂肪和粗淀粉定量分析的近红外光谱数学模型,并对模型预测结果的准确性进行了评价。结果表明:近红外预测模型的内部交叉验证决定系数(R2cv)分别为:0.9778,0.9666和0.9927;交叉证实标准差(RMSECV)分别为:0.38,0.40和1.51;模型外部验证决定系数(Rv2al)分别为0.9391,0.9651和0.9875;外部验证标准差(RMSEP)为0.41,0.35和1.31。实际样品的常规分析结果得出玉米粗蛋白质、粗脂肪和粗淀粉的NIRS数学模型具有较高的预测准确性,可应用于玉米育种工作中的大批样品的品质分析。

关键词: 近红外光谱法, 玉米, 定标模型, 粗蛋白质, 粗脂肪, 粗淀粉

Abstract: NIR models of crude protein,crude fat and crude starch in maize were built using Partial Least Squares(PLS),and the predictive veracity of these models were evaluated.The R2cv(coefficients of determinition for cross validation)for determining crude protein,fat and starch were 0.977 8,0.966 6 and 0.992 7 respectively,as the RMSECV were 0.38,0.40 and 1.51.The R2cvl(coefficients of determination for validation) were 0.939 1,0.965 1 and 0.987 5.As RMSEP are 0.41,0.35 and 1.31.Then,these models were all used to predict practical maize samples.Comparing with the true values from chemical analysis,the NIR models could predict veraciously.This result combined with the calibration results suggested that the NIR models we built could be used to a mass of sample analysis in maize breeding.

Key words: Near infrared spectroscopy, Maize, Calibration n}del, Crude protein, Crude fat, Crude starch

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引用本文

孟兆芳, 赵龙莲, 程奕, 陈秋生, 张玺, 范朝晖, 严衍禄. 近红外光谱法测定玉米品质指标的研究[J]. 华北农学报, 2008, 23(2): 147-150. doi: 10.7668/hbnxb.2008.02.033.

MENG Zhao-fang, ZHAO Long-lian, CHENG Yi, CHEN Qiu-sheng, ZHANG Xi, FAN Zhao-hui, YAN Yan-lu. Study on Determination Several Quality Characteristics of Maize by Near Infrared Spectroscopy[J]. ACTA AGRICULTURAE BOREALI-SINICA, 2008, 23(2): 147-150. doi: 10.7668/hbnxb.2008.02.033.

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