On the effects of strong asymmetries on the adaptive controllers based on Robust Fixed Point Transformations

K. Kósi, J. Bitó, J. Tar
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引用次数: 6

Abstract

For replacing Lyapunov's sophisticated “2nd Method” in the design of adaptive controllers a novel approach based on Robust Fixed Point Transformations (RFPT) was proposed that directly concentrates on the designer's intent instead of forcing global stability. It guarantees convergence only in a bounded basin while iteratively generating the sequence of the appropriate control signals. In the initial phase of this iterative learning considerable fluctuation may occur in the control signal that otherwise may be limited due to phenomenological reasons. While in mechanical systems positive or negative force or torque components can be allowed, in controlling chemical reactions negative ingress rates of pure reactants into a stirring tank reactor phenomenologically cannot be realized. While velocity components may have well interpreted positive or negative values, negative concentrations physically cannot make sense. On this reason the mathematical models of chemical reactions normally containing the products of various powers of the concentrations must be completed with truncation-type nonlinearities that introduce strong asymmetric nonlinearities. In this paper the effects of these phenomena are investigated via computer simulations in the adaptive control of a Classical Mechanical and a chemical system. It was found that in spite of these limitations the adaptive controller can still work at least in certain segments of the whole control section.
基于鲁棒不动点变换的强不对称对自适应控制器的影响
为了取代Lyapunov在自适应控制器设计中的复杂的“第二方法”,提出了一种基于鲁棒不动点变换(RFPT)的新方法,该方法直接关注设计者的意图,而不是强制全局稳定性。它保证只在有界范围内收敛,同时迭代地生成适当的控制信号序列。在这种迭代学习的初始阶段,控制信号可能会出现相当大的波动,否则由于现象学原因可能会受到限制。在机械系统中,正或负的力或扭矩分量是允许的,而在控制化学反应中,纯反应物进入搅拌槽反应器的负速率在现象上是无法实现的。虽然速度分量可以很好地解释为正值或负值,但负浓度在物理上是没有意义的。因此,通常包含不同浓度的乘积的化学反应的数学模型必须用截断型非线性来完成,这种非线性引入了强的不对称非线性。本文通过计算机模拟研究了这些现象在经典机械和化学系统的自适应控制中的影响。结果发现,尽管存在这些限制,自适应控制器至少在整个控制部分的某些部分仍然可以工作。
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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