直接数据驱动控制方法的参考整形为二自由度控制

Motoya Suzuki, O. Kaneko
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引用次数: 0

摘要

在这项研究中,我们提出了一种新的数据驱动方法来控制二自由度系统。该方法利用单次实验数据推导出参考调速器,以提高控制性能。参考调速器由反馈-前馈控制器、期望传递函数和虚拟前馈控制器组成。利用ERIT、FRIT、VRFT等数据驱动控制方法可以获得虚拟前馈控制器。由于我们的方法中不需要模型,因此可以减少与建模相关的成本。数值仿真验证了该方法的有效性。验证结果表明,仅通过参考整形即可实现所需的控制响应,反馈和前馈控制器不需要任何更新。该方法可以在非最小相位系统中实现理想的控制性能。
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Direct data-driven control approach of reference shaping for two degree of freedom control
In this study, we propose a novel data-driven approach for control of two degrees of freedom systems. The proposed method uses one-shot experimental data to derive the reference governor for improving control performance. The reference governor consists of feedback-feedforward controller, desired transfer function, and virtual feedforward controller. Virtual feedforward controller can be obtained using data-driven control approach such as ERIT, FRIT, and VRFT. Since a model is not required in our method, the cost related to modelling can be reduced. Numerical simulations were used to validate the proposed method. Verification results demonstrate that the desired control response was achieved by reference shaping alone, with the feedback and feedforward controllers not requiring any updates. The proposed method can realize the desired control performance in cases where the plant is non-minimum-phase system.
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