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首页> 外文期刊>IEEE Transactions on Control Systems Technology >Robust Adaptive Control of Conjugated Polymer Actuators
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Robust Adaptive Control of Conjugated Polymer Actuators

机译:共轭聚合物致动器的鲁棒自适应控制

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摘要

Conjugated polymers are promising actuation materials for bio- and micromanipulation systems, biomimetic robots, and biomedical devices. Sophisticated electrochemomechanical dynamics in these materials, however, poses significant challenges in ensuring their consistent, robust performance in applications. In this paper, an effective adaptive control strategy is proposed for conjugated polymer actuators. A self-tuning regulator is designed based on a simple actuator model, which is obtained through reduction of an infinite-dimensional physical model and captures the essential actuation dynamics. The control scheme is made robust against unmodeled dynamics and measurement noises with parameter projection, which forces the parameter estimates to stay within physically meaningful regions. The robust adaptive control method is applied to a trilayer polypyrrole (PPy) actuator that demonstrates significant time-varying actuation behavior in air due to the solvent evaporation. Experimental results show that, during 4-h continuous operation, the proposed scheme delivers consistent tracking performance with the normalized tracking error decreasing from 11% to 7%, while the error increases from 7% to 28% and to 50% under a proportional–integral–derivative (PID) controller and a fixed model-following controller, respectively. In the meantime, the control effort under the robust adaptive control scheme is much less than that under PID, which is important for prolonging the lifetime of the actuator.
机译:共轭聚合物是用于生物和显微操纵系统,仿生机器人和生物医学设备的有前途的驱动材料。然而,这些材料中复杂的电化学力学动力学对确保其在应用中的一致,稳健的性能提出了重大挑战。本文针对共轭聚合物致动器提出了一种有效的自适应控制策略。基于简单的执行器模型设计了一种自调整调节器,该执行器模型是通过简化无限尺寸的物理模型而获得的,并捕获了基本的执行动力学。通过参数投影,该控制方案可抵御未建模的动力学和测量噪声,从而使参数估计值停留在物理上有意义的区域内。鲁棒的自适应控制方法应用于三层聚吡咯(PPy)执行器,该执行器表现出由于溶剂蒸发而在空气中具有明显的随时间变化的执行行为。实验结果表明,在4小时连续运行过程中,该方案可提供一致的跟踪性能,归一化跟踪误差从11%降低到7%,而在比例误差下,误差从7%增加到28%和50%。积分微分(PID)控制器和固定模型跟随控制器。同时,鲁棒自适应控制方案下的控制工作量远小于PID下的控制工作量,这对于延长执行器的使用寿命很重要。

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