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首页> 外文期刊>Journal of vibration and control: JVC >Active vibration control of a flexible beam using system identification and controller tuning by evolutionary algorithm
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Active vibration control of a flexible beam using system identification and controller tuning by evolutionary algorithm

机译:利用系统辨识和控制器进化算法对柔性梁进行主动振动控制

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摘要

This paper presents a new approach of proportional-integral-derivative (PID) controller tuning via an evolutionary algorithm that optimally suppresses the vibration of a flexible beam system using a piezoelectric actuator. The system's dynamic model is identified based on autoregression with exogenous input (ARX) structure using recursive least square. The input-output data were obtained experimentally. This ARX model represents the physical system and is used for the controller optimization process. Evolutionary algorithms such as differential evolution (DE) and genetic algorithms (GA) were applied to optimize and tune the controller parameters offline based on a defined performance index, i.e. mean square error of the vibration signals. The optimum PID parameters were validated experimentally. The performance of PID tuned by DE and GA are compared with conventional PID tuning (using Ziegler Nichols method). Experimental study showed that PID tuned by DE and GA offer a better transient response than the conventional tuning method.
机译:本文提出了一种新的比例积分微分(PID)控制器调节方法,该算法通过一种进化算法来最优地抑制使用压电致动器的柔性梁系统的振动。系统的动态模型是基于具有递归最小二乘外生输入(ARX)结构的自回归来确定的。输入-输出数据是通过实验获得的。该ARX模型代表物理系统,并用于控制器优化过程。基于定义的性能指标(即振动信号的均方误差),应用了诸如差分进化(DE)和遗传算法(GA)等进化算法来离线优化和调整控制器参数。通过实验验证了最佳的PID参数。通过DE和GA调整的PID的性能与常规PID调整(使用Ziegler Nichols方法)进行了比较。实验研究表明,与传统的整定方法相比,DE和GA整定的PID具有更好的瞬态响应。

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