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A Novel Data-Driven Control Method for Shape Memory Alloy Actuated Robot Joint *

机译:一种新型数据驱动控制方法,用于形状记忆合金驱动机器人关节*

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摘要

For robot joints actuated by Shape Memory Alloy (SMA), the traditional control methods need to establish a complex mechanism model of the plant and need to re-model when replacing the controlled plant. A novel and improved method based on Data-Driven Control (DDC) is proposed to control the robot joint driven by SMA. The proposed method is a pure online data-driven control method since the controller is independent of the model of the controlled plant, and the idea of speed tracking is introduced into the control criterion function of the DDC prototype. The stability of the proposed method is guaranteed by rigorous theoretical analysis, and the effectiveness is evaluated on simulation examples and SMA-driven wrist control experiments. The result of experiments shows that, compared with traditional DDC, the proposed method has a lower steady-state system error and faster system response speed.
机译:对于由形状记忆合金(SMA)驱动的机器人关节,传统的控制方法需要建立植物的复杂机制模型,并在更换受控设备时需要重新模型。提出了一种基于数据驱动控制(DDC)的新颖和改进的方法来控制SMA驱动的机器人关节。所提出的方法是纯的在线数据驱动控制方法,因为控制器独立于受控设备的模型,并且速度跟踪的思想被引入DDC原型的控制标准功能。通过严格的理论分析保证了所提出的方法的稳定性,并在模拟例子和SMA驱动的手腕控制实验中评估有效性。实验结果表明,与传统DDC相比,所提出的方法具有较低的稳态系统误差和更快的系统响应速度。

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