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Robust Design of Predictive Controllers in Presence of Unmodeled Dynamics

机译:存在未建模动力学的预测控制器的鲁棒设计

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摘要

In this paper a predictive controller is designed in face of modeling errors. In particular, the robustness characteristics of the proposed control law will be investigated with respect to dynamic model uncertainty. Indeed, Model Predictive Controllers are widely used in the control of complex systems, which hardly can be exactly represented by a model of known structure. For the design procedure, we assume that the system is described by an uncertainty Model Set made up by a nominal approximate model and a bound on the unmodeled dynamics. Assuming that the plant S is stable we will compute a predictive control law guaranteeing satisfaction of hard input constraints and zero regulation properties despite the presence of unmodeled dynamics. The key feature of the proposed approach is that it relies on plant output measurements avoiding the use of the real system state that, in many practical cases, are not available and even may be infinite dimensional.
机译:面对建模误差,本文设计了一种预测控制器。特别地,将针对动态模型不确定性研究所提出的控制律的鲁棒性特征。实际上,模型预测控制器已广泛用于复杂系统的控制中,很难用已知结构的模型来精确表示。对于设计过程,我们假设系统由不确定性模型集描述,该不确定性模型集由名义近似模型和未建模动力学的边界组成。假设工厂S是稳定的,尽管存在未建模的动力学,我们将计算一个预测控制律,以保证满足硬输入约束和零调节特性。所提出的方法的关键特征在于它依赖于工厂的输出测量值,从而避免了使用实际系统状态,在许多实际情况下,系统状态是不可用的,甚至可能是无穷大的。

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