International Center of Cooperative Research in Biotechnology, Japan, Faculty of Engineering, Osaka University, 2-1, Yamada-oka, Suita-shi, Osaka 565 Japan.
Biotechnol Bioeng. 1989 Jan 10;33(2):191-6. doi: 10.1002/bit.260330208.
A modified simulation procedure based on a statistical approach was investigated. The procedure predicts the time course of fed-batch culture for glutamic acid production by a temperature-sensitive strain of Brevibacterium flavum. The statistical approach requires only a data base of state points obtained in experiments, and not perfect identification of fermentation models. The simulation procedure is based on regression analysis to estimate specific rate parameters of system equations using the data points selected with reference to the Euclid distance. It was modified in that the data selection procedure included the use of the Maharanobis distance as well as a modified distance defined in this study. Simulation results using the modified procedure allow reasonable prediction of the time course of fed-batch culture for glutamic acid compared to that involving the Euclid distance alone.
研究了一种基于统计方法的改进模拟程序。该程序预测了温度敏感型黄色短杆菌生产谷氨酸的分批补料培养的时程。统计方法仅需要在实验中获得的状态点数据库,而不需要对发酵模型进行完美的识别。模拟程序基于回归分析,使用参考欧几里得距离选择的数据点来估计系统方程的比速率参数。该程序进行了修改,即数据选择程序包括使用马哈拉诺比斯距离以及本研究中定义的改进距离。与仅使用欧几里得距离相比,使用改进程序的模拟结果可以合理地预测谷氨酸分批补料培养的时程。