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Stable genetic adaptive controllers for multivariable systems using a two-degree-of-freedom topology

机译:使用二自由度拓扑的用于多变量系统的稳定遗传自适应控制器

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This paper introduces an adaptive reference tracking controller based on the online genetic estimation of the parameters of the system. The main novelty of the paper relies on the fact that the stability of the genetic adaptive scheme is analytically proved and not simply validated by means of simulation as it is customary in the literature. The resulting set-up is flexible enough to be integrated within a great variety of genetic estimation algorithms, which can in many cases outperform traditional estimation procedures. The goal is achieved by using a certain two-degree-of-freedom (2-DOF) based implementation of the control law in which the reference tracking property is separated from the closed-loop stability. Within this framework, the here-presented procedure for the genetic controller synthesis just affects two time-varying pre-filter blocks that do not compromise the closed-loop stability under weak conditions. In this manner, the power and versatility of genetic algorithms can be safely used to achieve tracking performance disregarding stability, which is delegated to a static feedback controller designed on the basis of robust control theory.
机译:本文介绍了一种基于系统参数在线遗传估计的自适应参考跟踪控制器。本文的主要新颖之处在于,遗传适应方案的稳定性已得到分析证明,而不是像文献中习惯的那样通过仿真简单验证。生成的设置足够灵活,可以集成到各种遗传估计算法中,在许多情况下,它们的性能都优于传统的估计程序。该目标通过使用控制律的某些基于二自由度(2-DOF)的实现来实现,在该实现中,将参考跟踪特性与闭环稳定性分开。在此框架内,此处介绍的遗传控制器合成过程仅影响两个时变的预过滤器模块,这些模块在较弱的条件下不会影响闭环稳定性。以这种方式,遗传算法的能力和多功能性可以安全地用于实现不考虑稳定性的跟踪性能,将其委托给基于鲁棒控制理论设计的静态反馈控制器。

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