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MODELLING AND OPTIMAL CONTROL FOR NONLINEAR MULTISTAGE DYNAMICAL SYSTEM OF MICROBIAL FED-BATCH CULTURE

机译:微生物饲料生物非线性多阶段动力学系统的建模与优化控制

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摘要

In this paper, we propose a new controlled multistage system to formulate the fed-batch culture process of glycerol bio-dissimilation to 1,3-propanediol (1,3-PD) by regarding the feeding rate of glycerol as a control function. Compared with the previous systems, this system doesn't take the feeding process as an impulsive form, but a time-continuous process, which is much closer to the actual culture process. Some properties of the above dynamical system are then proved. To maximize the concentration of 1,3-PD at the terminal time, we develop an optimal control model subject to our proposed controlled multistage system and continuous state inequality constraints. The existence of optimal control is proved by bounded variation theory. Through the discretization of the control space, the control function is approximated by piecewise constant functions. In this way, the optimal control model is approximated by a sequence of parameter optimization problems. The convergence analysis of this approximation is also investigated. Furthermore, a global optimization algorithm is constructed on the basis of the above descretization concept and an improved Particle Swarm Optimization (PSO) algorithm. Numerical results show that, by employing the optimal control policy, the concentration of 1,3-PD at the terminal time can be increased considerably.
机译:在本文中,我们提出了一种新的可控多级系统,以甘油的进料速度为控制函数,制定了甘油生物异化的补料分批培养过程,以1,3-丙二醇(1,3-PD)的形式进行。与以前的系统相比,该系统不是将进食过程视为冲动形式,而是一个时间连续的过程,该过程与实际的培养过程更加接近。然后证明了上述动力学系统的一些性质。为了使最终浓度的1,3-PD最大化,我们根据拟议的受控多级系统和连续状态不等式约束开发了一个最优控制模型。最优控制的存在由有界变分理论证明。通过控制空间的离散化,控制功能由分段常数函数近似。这样,最优控制模型可以通过一系列参数优化问题来近似。还研究了这种近似的收敛性分析。此外,基于上述降噪概念和改进的粒子群算法(PSO)构造了全局优化算法。数值结果表明,通过采用最优控制策略,可以显着提高终末期1,3-PD的浓度。

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