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A hybrid predictive control approach for output feedback stabilization of constrained linear systems

机译:约束线性系统输出反馈稳定的混合预测控制方法

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This work proposes a hybrid control approach, uniting bounded control with model predictive control (MPC), for the stabilization of constrained linear systems under output feedback. The approach is predicated upon the idea of switching between a bounded controller, for which a region of closed-loop stability under constraints is explicitly characterized, and a predictive controller that minimizes a quadratic performance objective subject to constraints. The state-feedback controllers are combined with a Luenberger state observer that guarantees arbitrarily fast decay of the state estimation error. Switching laws that monitor the evolution of the closed-loop state estimates are derived to orchestrate the transition between the two controllers, in a way that guarantees asymptotic closed-loop stability for all initial conditions within arbitrarily large compact subsets of the bounded controller's state-feedback stability region, provided that the observer gain is sufficiently large. The hybrid control scheme is shown to provide a safety net for the practical implementation of MPC under output feedback, by providing a fall-back controller for which there exists a priori knowledge of a large set of initial conditions for which closed-loop stability is guaranteed.
机译:这项工作提出了一种混合控制方法,将有界控制与模型预测控制(MPC)相结合,用于在输出反馈下稳定受约束的线性系统。该方法基于以下想法:在有界控制器(在该控制器上明确描述了约束条件下的闭环稳定性区域)与预测控制器之间进行切换,该预测控制器使受约束的二次性能目标最小化。状态反馈控制器与Luenberger状态观察器结合在一起,可保证状态估计误差的任意快速衰减。推导监视闭环状态估计值演变的开关定律,以协调两个控制器之间的转换,从而保证有界控制器状态反馈的任意大的紧凑子集内所有初始条件的渐近闭环稳定性。稳定的区域,前提是观察者的增益足够大。所示的混合控制方案通过提供一个回退控制器为后备控制器提供了一个安全网,可用于MPC在输出反馈下的实际实施,该回退控制器具有对大量初始条件的先验知识,可以保证闭环稳定性。

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