Shang Lian-guang, Li Jun-hui, Wang Yu-mei, Li Yu-hua, Wang Dan, Xiong Min, Hua Jin-ping
Guang Pu Xue Yu Guang Pu Fen Xi. 2015 Mar;35(3):609-12.
Cotton is one of the important oil crops, and it is great significance for screening and identification of breeding materials to establish a method of the rapid, nondestructive testing of cotton seed oil content. In this study, near-infrared diffuse reflection spectroscopy of 118 high and low oil materials were adopted to establish models for fast nondestructive determining oil content of cottonseed using near infrared spectroscopy (NIR). One hundred and six cottonseed samples as calibration set that covered the range of seed oil content for upland cotton were used in this experiment. The spectral data of cottonseed were processed using the first derivative and multiplicative scatter correction (MSC). The correction NIR model of oil content was built based on partial least squares (PLS) method with the spectral regions 5 446-8 848 cm(-1) and main components (5). The determination coefficient (R2) of calibration model was 0.975, standard error of calibration (SEC) was 0.67. The authors test the model's actual ability to predict using external validation set. The correlation coefficient (r) of predicted values and the chemistry value was 0.978, the range of prediction error was 0.1% - 1.7%. The model established has good predictability. The oil content of 784 breeding stocks were predicted by NIR model, statistical analysis of predictable. results elucidated that the NIR model of oil content developed can be well applied to selective breeding and oil related study in cotton.
棉花是重要的油料作物之一,建立一种快速、无损检测棉籽含油率的方法对于育种材料的筛选与鉴定具有重要意义。本研究采用近红外漫反射光谱法对118份高低油材料进行分析,利用近红外光谱(NIR)建立快速无损测定棉籽含油率的模型。本实验选取106份涵盖陆地棉种子含油率范围的棉籽样品作为定标集。对棉籽光谱数据进行一阶导数和多元散射校正(MSC)处理。基于偏最小二乘法(PLS),在5446 - 8848 cm(-1)光谱区域和主成分数为5的条件下建立含油率校正近红外模型。定标模型的决定系数(R2)为0.975,定标标准误差(SEC)为0.67。作者利用外部验证集检验模型的实际预测能力。预测值与化学值的相关系数(r)为0.978,预测误差范围为0.1% - 1.7%。所建立的模型具有良好的预测性。利用近红外模型对784份育种材料的含油率进行预测,并对预测结果进行统计分析,结果表明所建立的棉籽含油率近红外模型可很好地应用于棉花的选择育种及与油脂相关的研究。