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Monitoring Glutamate and Glucose Concentration During the Temperature Triggered Glutamate Fermentation by Near-Infrared Spectroscopy

机译:通过近红外光谱监测温度触发的谷氨酸发酵过程中的谷氨酸和葡萄糖浓度

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In this study, the calibration models for monitoring concentrations of glutamate and glucose in the temperature-triggered glutamate fermentation process were developed by near infrared (NIR) spectroscopy. The NIR measurements of samples were analyzed by partial least-squares (PLS) regression with selecting spectral pre-processing methods and different wavelengths. The root-mean square errors of cross-validation (RMSECV) of glutamate and glucose were 2.73 and 1.92 g/L, respectively. The determination coefficients (R2) were 0.996 and 0.982, respectively. The residual predictive deviation (RPD) was 17.8 and 8.37, respectively. These results showed that all models had good predictive ability. New batch fermentation as an external validation was used to check the models. Compared with concentrations of predict value and measured value, the determination coefficient was 0.992 and 0.951, respectively. The average relative errors were 5.79 and 7.38 %, respectively. These results showed that prediction model could predict and monitor the temperature-triggered glutamate fermentation process accurately and quickly, and thus theoretical basis for the real-time control and optimization in the temperature-triggered glutamate fermentation process was provided.
机译:在这项研究中,通过近红外(NIR)光谱学开发了用于在温度触发的谷氨酸发酵过程中监测谷氨酸和葡萄糖浓度的校准模型。通过选择光谱预处理方法和不同波长的偏最小二乘(PLS)回归分析样品的NIR测量值。谷氨酸和葡萄糖的交叉验证均方根误差(RMSECV)分别为2.73和1.92 g / L。测定系数(R2)分别为0.996和0.982。剩余预测偏差(RPD)分别为17.8和8.37。这些结果表明,所有模型都具有良好的预测能力。使用新的批次发酵作为外部验证来检查模型。与预测值和测量值的浓度相比,测定系数分别为0.992和0.951。平均相对误差分别为5.79%和7.38%。这些结果表明,预测模型可以准确,快速地预测和监测温度触发的谷氨酸发酵过程,从而为温度触发的谷氨酸发酵过程的实时控制和优化提供理论依据。

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