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Firefly algorithm tuning of PID controller for glucose concentration control during E. coli fed-batch cultivation process

机译:用于大肠杆菌补料分批培养过程中葡萄糖浓度控制的PID控制器的Firefly算法调整

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In this paper, a novel meta-heuristics algorithm, namely the Firefly Algorithm (FA), is applied to PID controller parameter tuning in Smith Predictor. The controller is used to control feed rate and to maintain glucose concentration at the desired set point for an E. coli fed-batch cultivation process. The FA adjustments are done based on several pre-tests. Simulation results indicate that the applied FA is effective and efficient. Good closed-loop system performance is achieved on the basis of the considered PID controllers tuning procedures. Moreover, the observed results are compared to the ones obtained by applying Genetic algorithms. The comparison of both meta-heuristics shows superior performance for FA PID controller tuning of the considered nonlinear control system than GA tuned controller.
机译:本文将一种新颖的元启发式算法,即Firefly算法(FA)应用于Smith Predictor中的PID控制器参数调整。该控制器用于控制进料速度,并将葡萄糖浓度维持在大肠杆菌补料分批培养过程的所需设定点。 FA调整是基于几个预测试进行的。仿真结果表明所应用的FA是有效和高效的。基于所考虑的PID控制器调整程序,可以实现良好的闭环系统性能。此外,将观察到的结果与通过应用遗传算法获得的结果进行了比较。两种元启发式算法的比较表明,对于所考虑的非线性控制系统,FA PID控制器的调节性能优于GA调节的控制器。

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