Comparison of modified Smith predictor and PID controller tuned by genetic algorithms for greenhouse climate control

E. H. Gurban, G. Andreescu
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引用次数: 15

Abstract

This paper develops a solution for greenhouse climate control employing a modified Smith predictor. For the well-known greenhouse climate model with dead-time, having high nonlinearities and strong coupling, a feedback-feedforward linearization & decoupling method employing measured disturbances is used. The equivalent process has an integrator plus dead time (IPDT) behavior. The undelayed process outputs, mandatory required in the linearized & decoupled method, are obtained by using a process internal model. A modified Smith predictor is employed to control the equivalent process that uses in its structure the same process internal model. The control system performances with two fitted controller types, i.e., the modified Smith predictor and a PID controller tuned by genetic algorithms, are analyzed and compared in nominal case and with parameter variations for robustness test.
改良Smith预测器与遗传算法整定PID控制器在温室气候控制中的比较
本文提出了一种利用改进的史密斯预测器进行温室气候控制的解决方案。对于众所周知的具有高非线性和强耦合的死区温室气候模型,采用了利用实测扰动的前馈-前馈线性化解耦方法。等效过程具有积分器加死区时间(IPDT)特性。通过使用过程内部模型获得线性化解耦方法中强制要求的无延迟过程输出。一个改进的Smith预测器被用来控制在其结构中使用相同过程内部模型的等效过程。分析了两种拟合控制器类型(即改进的Smith预测器和遗传算法调谐的PID控制器)的控制系统性能,并在标称情况下和参数变化情况下进行了鲁棒性测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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