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Nonlinear CSTR control system design using an artificial bee colony algorithm

机译:基于人工蜂群算法的非线性CSTR控制系统设计

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摘要

This paper proposes a novel controller design method based on using artificial bee colony (ABC) algorithms for an unstable nonlinear continuously stirred tank reactor (CSTR) chemical system. Such CSTR process is highly nonlinear and its dynamic is significantly dominated by system parameters. It is a good challenge to access the controller design performance when the controller is applied in the CSTR control system. The commonly used proportional-integral-derivative (PID) controller is taken into account in this study, and tuning three PID control gains is carried out by the artificial bee colony algorithm. With the use of the optimal ABC algorithm, PID controller gains can be derived suitably by means of minimizing the cost function given in advance. Finally, several control operations are provided to confirm the feasibility and effectiveness of the proposed method. We also discuss the influence of algorithm initial conditions on the control performance with many different tests.
机译:本文针对不稳定的非线性连续搅拌釜反应器(CSTR)化学系统,提出了一种基于人工蜂群(ABC)算法的新型控制器设计方法。这种CSTR过程是高度非线性的,其动态性主要受系统参数支配。将控制器应用于CSTR控制系统时,要获得控制器的设计性能是一个很大的挑战。本研究考虑了常用的比例积分微分(PID)控制器,并通过人工蜂群算法对三个PID控制增益进行了调整。通过使用最佳ABC算法,可以通过最小化预先给出的成本函数来适当地得出PID控制器的增益。最后,提供了几种控制操作以确认所提出方法的可行性和有效性。我们还使用许多不同的测试来讨论算法初始条件对控制性能的影响。

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