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Nonlinear Predictive Control of Fed-Batch Cultures of Escherichia coli

机译:大肠杆菌补料分批培养的非线性预测控制

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摘要

A strategy for controlling a fed-batch Escherichia coli culture is described to maintain the culture at the boundary between oxidative and oxido-fermentative regimes. A nonlinear predictive controller is designed to regulate the acetate concentration, constraining the feed rate to follow an optimal reference profile which maximizes the biomass growth. For the sake of simplicity and efficiency, the original problem is converted into an unconstrained nonlinear programming problem, solved by control vector parameterization techniques. The robustness of the structure is further improved by explicitly including the difference between system and model prediction. A robustness study based on a Monte Carlo approach is used to evaluate the performance of the proposed controller. This control law is finally compared to the generic model control strategy.
机译:描述了控制分批补料大肠杆菌培养的策略,以将培养物维持在氧化和氧化发酵方案之间的边界。设计了一个非线性预测控制器来调节乙酸盐的浓度,从而限制进料速度以遵循最佳参考曲线,从而使生物量的生长最大化。为了简单和有效,将原始问题转换为不受约束的非线性规划问题,并通过控制矢量参数化技术解决。通过明确包括系统和模型预测之间的差异,进一步提高了结构的鲁棒性。基于蒙特卡洛方法的鲁棒性研究用于评估所提出控制器的性能。最后将该控制律与通用模型控制策略进行比较。

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