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Comparative analysis of a traditional and a novel approach to Model Reference Adaptive Control

机译:模型参考自适应控制的传统方法与新型方法的比较分析

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In this paper the operation of a recently introduced novel version of the popular “Model Reference Adaptive Controller (MRAC)” is compared with that of a simple version of its possible traditional implementations. The “traditional implementations” normally use Lyapunov''s 2nd (“direct”) method for adaptive tuning of the controllers'' parameters. This method yields global asymptotic stability but its application technically is difficult. In the current control papers pages are occupied with sophisticated estimations to guarantee the non-positive time-derivative of the Lyapunov function. The here proposed novel approach avoids the use of any Lyapunov function, it works with simple iterations that yield Cauchy sequences that converge to the solution of the control problem. Its advantages are its simplicity and precision, its weak side is the local basin of attraction of the convergence applied. However, simulations testify that for practical applications satisfactory “width” can be obtained for the region of convergence. In this paper a 3 Degree Of Freedom (DOF) paradigm, the cart+beam+hamper system is used in numerical simulations to demonstrate the advantages of the novel approach in comparison with a traditional MRAC controller. It is worth noting that the novel method can be completed with additional tuning for guaranteeing its convergence.
机译:在本文中,将流行的“模型参考自适应控制器(MRAC)”的最新推出的新颖版本的操作与可能的传统实现方式的简单版本的操作进行了比较。 “传统实现”通常使用Lyapunov的第二(“直接”)方法对控制器的参数进行自适应调整。该方法可产生全局渐近稳定性,但在技术上难以应用。在当前的控制文件中,页面都包含复杂的估计值,以确保Lyapunov函数的非正时导数。这里提出的新颖方法避免了使用任何Lyapunov函数,它可以通过简单的迭代来工作,从而产生柯西序列,这些柯西序列收敛到控制问题的解决方案上。它的优点是它的简单性和精确性,它的弱点是所应用的收敛性的局部吸引力。但是,仿真证明,对于实际应用,可以在会聚区域获得令人满意的“宽度”。本文采用3自由度(DOF)范例,在数值模拟中使用了cart + beam + hamper系统,以证明与传统的MRAC控制器相比,该新方法的优势。值得注意的是,该新方法可以通过额外的调整来完成,以保证其收敛性。

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