Optimized PID control using Nelder-Mead method for electro-hydraulic actuator systems

M. Tajjudin, N. Ishak, H. Ismail, M. Rahiman, R. Adnan
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引用次数: 24

Abstract

Despite the application of advanced control technique to improve the performance of electro-hydraulic position control, PID control scheme seems able to produce satisfactory result. PID is preferable in industrial applications because it is simple and robust. The main problem in its application is to tune the parameters to its optimum values. This study will look into an optimization of PID parameters using Nelder-Mead approach for electro-hydraulic position control system. The electro-hydraulic system was represented by an ARX model structure obtained through MATLAB System Identification Toolbox. Second-order and third-order model of the system had been evaluated. Simulation and real-time studies show that ARX211 produced the best response in terms of transient speed and RMSE performance criteria even though the model has the least percentage of best fit.
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采用Nelder-Mead方法对电液执行器系统进行PID优化控制
尽管采用了先进的控制技术来提高电液位置控制的性能,但PID控制方案似乎能够产生令人满意的效果。PID在工业应用中更受欢迎,因为它简单且鲁棒。其应用中的主要问题是如何将参数调整到最优值。本研究将探讨利用Nelder-Mead方法对电液位置控制系统的PID参数进行优化。通过MATLAB系统识别工具箱获得的ARX模型结构表示电液系统。对系统的二阶和三阶模型进行了评价。仿真和实时研究表明,尽管ARX211模型具有最小的最佳拟合百分比,但在瞬态速度和RMSE性能标准方面,ARX211产生了最佳响应。
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