论文标题

输入影响MIMO离散时间超局部模型的矩阵设计

Input Influence Matrix Design for MIMO Discrete-Time Ultra-Local Model

论文作者

Teng, Sangli, Sanyal, Amit K., Vasudevan, Ram, Bloch, Anthony, Ghaffari, Maani

论文摘要

超局部模型(ULM)已应用于对具有未知或部分已知动力学的非线性系统进行无模型控制。不幸的是,将这些方法扩展到MIMO系统需要设计一个具有挑战性的密集输入影响矩阵。本文介绍了使用基于ULM的控制器设计输入影响矩阵的指南。本文分析了使用ULM和无模型控制方案的案例:Hölder-连续有限时稳定(FTS)控制。通过将ULM与实际系统动力学进行比较,本文描述了如何从集体ULM动力学中提取输入依赖性部分,并发现跟踪和状态估计误差是耦合的。 ULM-FTS误差动力学的稳定性受到实际和设计的输入影响矩阵之间差异(由矩阵乘法定义)的特征值的影响。最后,本文表明,广泛的输入影响矩阵设计可以使ULM-FTS误差动态(至少在本地)渐近稳定。包括数值模拟以验证结果。该分析也可以扩展到其他基于ULM的控制器。

Ultra-Local Models (ULM) have been applied to perform model-free control of nonlinear systems with unknown or partially known dynamics. Unfortunately, extending these methods to MIMO systems requires designing a dense input influence matrix which is challenging. This paper presents guidelines for designing an input influence matrix for discrete-time, control-affine MIMO systems using an ULM-based controller. This paper analyzes the case that uses ULM and a model-free control scheme: the Hölder-continuous Finite-Time Stable (FTS) control. By comparing the ULM with the actual system dynamics, the paper describes how to extract the input-dependent part from the lumped ULM dynamics and finds that the tracking and state estimation error are coupled. The stability of the ULM-FTS error dynamics is affected by the eigenvalues of the difference (defined by matrix multiplication) between the actual and designed input influence matrix. Finally, the paper shows that a wide range of input influence matrix designs can keep the ULM-FTS error dynamics (at least locally) asymptotically stable. A numerical simulation is included to verify the result. The analysis can also be extended to other ULM-based controllers.

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