基于pareto-based多目标微分演化的柔性连杆系统PID控制器优化

I. Tijani, Rini Akmeliawati, A. Muthalif, A. Legowo
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引用次数: 15

摘要

柔性连杆系统中连杆位置的瞬态特性与尖端振动之间的冲突,使柔性连杆系统的控制成为一项具有挑战性的任务。该系统需要获得快速的瞬态位置响应和最小的尖端振动。这可以像许多其他现实生活中的控制问题一样被视为多目标优化问题,其中需要在设计目标之间进行最佳折衷。与其他线性时不变(LTI)控制技术相比,PID控制器在设计和实现方面具有历史性的简单性。然而,PID的缺点在于对给定问题的控制器增益进行整定。为了克服这一点,本研究报告了一种基于多目标微分进化(MODE)的PID控制器来控制柔性连杆系统。利用开发的基于matlab的MODE对PID控制器的增益进行调谐,以获得连杆位置和尖端振动的帕累托解。从基于模式的设计中选出的最佳PID控制器的性能与实验室规模柔性连杆装置制造商(QUANSER)提供的LQR控制器进行基准测试。虽然LQR在位置响应中表现出更好的瞬态性能,但所开发的MODE-PID在得到的仿真和实验响应中都具有更好的尖端响应性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization of PID controller for flexible link system using a pareto-based multi-objective differential (PMODE) evolution
The conflict between the transient performance of the link position and tip vibration in a flexible link system has made the control of such system a challenging task. The system is required to obtain a fast transient position response together with minimal tip vibration. This can be viewed like many other real-life control problems as a multi-objectives optimization problem in which an optimal compromise between the design objectives is required. PID controller is noted with historical simplicity in terms of design and implementation when compares to other linear time invariant (LTI) control techniques. However, the shortcoming of PID lies in the tuning of the controller gains for a given problem. To overcome this, a Multiobjective Differential Evolution (MODE)-based PID controller is reported in this study for controlling a flexible link system. The gains of the PID controller are tuned using a developed MATLAB-based MODE to obtain pareto-solutions for both link position and tip vibration. The performance of the selected best PID controller from MODE-based design is benchmarked with the LQR controller provided by the manufacturer (QUANSER) of the laboratory scale flexible link plant. Though, the LQR shows better transient performance in the position responses, the developed MODE-PID gave better tip response performances as indicated in both the simulation and experimental responses obtained.
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