基于低场核磁共振技术的加湿调质过程糙米γ-氨基丁酸含量快速预测  

Rapid Prediction ofγ-Aminobutyric Acid Content in Brown Rice during the Humidification and Conditioning Process Based on Low-Field Nuclear Magnetic Resonance Technology

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作  者:杨富学 兰海鹏[1] 牛浩 赵业旺 章文扬 张强[3] 张宏[1] YANG Fuxue;LAN Haipeng;NIU Hao;ZHAO Yewang;ZHANG Wenyang;ZHANG Qiang;ZHANG Hong(College of Mechanical and Electrical Engineering,Tarim University,843300 Alar Xinjiang,China;Tarim Vocational and Technical College,843300 Alar Xinjiang,China;Huazhong Agricultural University,430070 Wuhan,China)

机构地区:[1]塔里木大学机械电气化工程学院,新疆阿拉尔843300 [2]塔里木职业技术学院,新疆阿拉尔843300 [3]华中农业大学,武汉430070

出  处:《粮食加工》2025年第2期99-103,共5页Grain Processing

基  金:师市科技计划项目(2023ZB01)。

摘  要:采用低场核磁共振分析技术预测喷雾加湿调质过程糙米中γ-氨基丁酸含量变化。以氨基酸分析仪测定的结果作为参考值,利用低场核磁共振仪获取糙米样品的横向弛豫数据,建立并验证了GABA与LF-NMR检测结果的相关性模型。BP-ANN低场核磁共振预测模型最优。校正集相关系数(r_c)高达0.9719,而校正均方根误差(RMSEC)为0.3435 mg/100 g。对于预测集,其相关系数(r_p)为0.9523,预测均方根误差(RMSEP)为0.5361 mg/100 g。结果显示,预测值与实际值之间存在高度的相关性。因此,这些结果表明,低场核磁共振可以快速、无损地检测加湿调质过程糙米中γ-氨基丁酸含量。This paper employs low-field nuclear magnetic resonance(LF-NMR)analysis technology to predict changes inγ-aminobutyric acid(GABA)content in brown rice during the spray humidification and conditioning process.Using results obtained from an amino acid analyzer as reference values,LF-NMR was utilized to acquire transverse relaxation data from brown rice samples.A correlation model between GABA and LF-NMR detection results was established and validated.The BP-ANN(Back Propagation Artificial Neural Network)LF-NMR prediction model performed optimally.The correlation coefficient for the calibration set(rc)was 0.9719,with a root mean square error of calibration(RMSEC)of 0.3435 mg/100 g.The correlation coefficient for the prediction set(rp)was 0.9523,and the root mean square error of prediction(RMSEP)was 0.5361 mg/100 g.The results indicate a high correlation between predicted and actual values.Therefore,these findings suggest that LF-NMR can be used for rapid and non-destructive detection of GABA content in brown rice during the humidification and conditioning process.

关 键 词:糙米 喷雾加湿调质 低场核磁共振 快速无损 Γ-氨基丁酸 定量分析 

分 类 号:TS207[轻工技术与工程—食品科学]

 

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