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Real-time multiple-parameter tuning of PPF controllers for smart structures by genetic algorithms

机译:利用遗传算法对智能结构的PPF控制器进行实时多参数调整

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This paper is concerned with the real-time automatic tuning of the multi-input multi-ouput positive positioin feedback controllers for smart structures by the genetic algorithms. The genetic algorithms have proven its effectiveness in searching optimal design parameters whithout failling into local minimums thus rendering globally optimal solutions. The previous realemploy the MIMO PPF controller since it can enhance the damping value of a target mode witout affecting other modes if tuned properly. Hence, the traditional positive position feedback controller can be used in adaptive fashion in real time. The final form of the MIMO PPF controller results in the centralized control; thus it involves many parameters. The bounds of the control parameters are estimated from the theoretical model to guarantee the stability. As in the previous research, the digital MIMO PPF control law is downloaded to the DSP chip and a main program, which runs genetic algorithms in real time, updates the parameters of the controller in real time. The experimental frequency response results show that the MIMO PPF controller tuned by GA gives better performance than the theoretically designed PPF. The time response also shows that the GA tuned MIMO PPF controller can suppress vibrations very well.
机译:本文研究了基于遗传算法的智能结构多输入多输出正位置正反馈控制器的实时自动整定。遗传算法已证明其在搜索最优设计参数时有效,而不会陷入局部最小值,从而提供了全局最优解决方案。之前的实际使用MIMO PPF控制器,因为如果调整得当,它可以提高影响其他模式的目标模式的阻尼值。因此,传统的正位置反馈控制器可以以自适应方式实时使用。 MIMO PPF控制器的最终形式是集中控制。因此它涉及许多参数。从理论模型估计控制参数的范围,以确保稳定性。与以前的研究一样,将数字MIMO PPF控制律下载到DSP芯片,并运行一个主程序,该程序实时运行遗传算法,并实时更新控制器的参数。实验频率响应结果表明,GA优化的MIMO PPF控制器的性能优于理论设计的PPF。时间响应还表明,GA调谐的MIMO PPF控制器可以很好地抑制振动。

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