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Bouc-Wen hysteresis modeling of a piezo-ceramic actuator with membrane structure genetic algorithm

机译:膜结构遗传算法的压电陶瓷作动器的Bouc-Wen磁滞模型

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Piezo-ceramic actuators are widely used in a variety of engineering applications which require high precision positioning. However, it exhibits hysteresis nonlinearity which deteriorates positioning accuracy if no proper compensation has been given. Modeling the dynamics of piezo actuator is a prime choice for hysteresis compensation. This paper proposes the membrane structure genetic algorithm (MSGA) method to identify the parameters of Bouc-Wen model to capture the dynamic behavior of a piezo-ceramic actuator which exhibits hysteresis. Results of numerical simulations have been disclosed to illustrate the performance enhancement of MSGA over classical GA when they are applied to the parameter fitting problem of a Bouc-Wen model for experimentally acquired datasets.
机译:压电陶瓷执行器广泛用于需要高精度定位的各种工程应用中。但是,如果没有适当的补偿,它会表现出滞后非线性,从而降低定位精度。对压电执行器的动力学建模是滞后补偿的主要选择。本文提出了一种膜结构遗传算法(MSGA)方法来识别Bouc-Wen模型的参数,以捕获具有滞后作用的压电陶瓷执行器的动态行为。数值模拟的结果已被公开,以说明当将MSGA应用于实验获取的数据集的Bouc-Wen模型的参数拟合问题时,其相对于经典GA的性能提高。

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