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首页> 外文期刊>Chemical Engineering Science >Model predictive control in comparison to elemental balance control in an E. coli fed-batch
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Model predictive control in comparison to elemental balance control in an E. coli fed-batch

机译: e的元素平衡控制相比模型预测控制。 COLI 美联储批次

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摘要

For efficient bioprocess control it is essential to use advanced model based control strategies. Various models and control algorithms with different behaviour and peculiarities exist. The goal of this study was to compare the performance of two different model-based control strategies with respect to simultaneous set-point control of two individual substrate uptake rates (namely specific glucose and specific lactose uptake rates) by two substrate feeds within anE. colifed-batch process. The compared controllers were an already established controller based on elemental balances (EBC), which was adapted for two feeds, and a model predictive controller (MPC) based on a mechanistic model, which was developed and configured for this study. MPC and EBC were compared systematically with a simulation and an experimental study. Both showed a comparable behaviour and were generally capable to fulfil their tasks. The MPC was based on a better and more flexible description of the system, whereas the EBC was easier and showed a more stable behaviour. Both suffered in case of wrongly estimated initial biomass. Summed up, for the described situation the EBC was preferable due to its simplicity. However, the potential of the MPC is clearly in its prediction power and flexibility towards objective functions. Therefore, it would be the controller of choice in case of product-related objective functions.
机译:为了有效的生物过程控制,必须使用基于先进的模型的控制策略至关重要。存在具有不同行为和特异性的各种模型和控制算法。本研究的目标是将两个不同的模型的控制策略相对于两种单独的底物吸收速率(即特异性葡萄糖和特定乳糖摄取率)的同时设定点控制进行比较两种基于模型的控制策略。 CoIfed-Batch Process。比较的控制器是基于元素余额(EBC)的已经建立的控制器,其适用于基于机械模型的两种馈送,以及模型预测控制器(MPC),该机械模型是为本研究开发和配置的。通过模拟和实验研究系统系统地系统地比较MPC和EBC。两者都表现出可比的行为,并且通常能够履行其任务。 MPC基于对系统的更好更灵活的描述,而EBC更容易并且表现出更稳定的行为。在错误估计的初始生物质的情况下均遭受。总结,对于所描述的情况,EBC由于其简单性而优选。然而,MPC的潜力显然是其预测力和对客观函数的灵活性。因此,在产品相关的目标功能的情况下,它将是选择的控制器。

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