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Lyapunov-based model predictive control of nonlinear systems subject to time-varying measurement delays

机译:时变测量时滞的基于Lyapunov的非线性系统模型预测控制

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In this work, we focus on model predictive control of nonlinear systems subject to time-varying measurement delays. The motivation for studying this control problem is provided by networked control problems and the presence of time-varying delays in measurement sampling in chemical processes. We propose a Lyapunov-based model predictive controller that is designed taking time-varying measurement delays explicitly into account, both in the optimization problem formulation and in the controller implementation. The proposed predictive controller allows for an explicit characterization of the stability region and guarantees that the closed-loop system in the presence of time-varying measurement delays is ultimately bounded in a region that contains the origin if the maximum delay is smaller than a constant that depends on the parameters of the system and the Lyapunov-based controller that is used to formulate the optimization problem. The application of the proposed Lyapunov-based model predictive control method is illustrated using a nonlinear chemical process example with asynchronous, delayed measurements and its stability and performance properties are illustrated to be superior to the ones of two existing Lyapunov-based model predictive controllers.
机译:在这项工作中,我们专注于时变测量延迟对非线性系统的模型预测控制。网络控制问题以及化学过程中测量采样中时变延迟的存在为研究该控制问题提供了动力。我们提出了一种基于Lyapunov的模型预测控制器,该模型的设计在优化问题表述和控制器实现中都明确考虑了随时间变化的测量延迟。所提出的预测控制器允许对稳定区域进行显式表征,并保证在存在时变测量延迟的情况下,如果最大延迟小于一个恒定值,则闭环系统最终会限制在包含原点的区域内。取决于系统的参数以及用于制定优化问题的基于Lyapunov的控制器。以具有异步,延迟测量结果的非线性化学过程示例为例,说明了所提出的基于Lyapunov的模型预测控制方法的应用,并证明了其稳定性和性能优于两个现有的基于Lyapunov的模型预测控制器。

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