基于遗传算法的旋转倒立摆系统输入输出反馈线性化控制器

I. Hassanzadeh, Saleh Mobayen
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引用次数: 5

摘要

提出了一种利用二值遗传算法优化设计旋转倒立摆(RIP)输入输出反馈线性化(IOFL)控制器的方法。遗传算法是一种模拟自然进化过程的随机全局搜索方法,由于其简单性和鲁棒性而得到广泛应用。设计的主要目标是通过最小化阶跃响应的超调量、稳定时间和上升时间,使系统角度和速度的积分绝对误差最小,使摆摆处于倒立位置。利用这些指标建立了目标函数。然后利用二值遗传算法最小化目标函数,得到最优控制器参数。仿真结果验证了所提出的最优反馈线性化控制器的能力和胜任特性。该方法可被认为是一种很有前途的控制方法,适用于各种类似的非线性系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
GA based input-output feedback linearization controller for rotary inverted pendulum system
This paper presents an optimum approach to design input-output feedback linearization (IOFL) controller for a rotary inverted pendulum (RIP) using the Binary Genetic Algorithm. Genetic Algorithms (GAs) are stochastic global search methods that emulate the process of natural evolution and because of their simplicity and robustness, they are more popular and applicable. The primary design goal is to minimize the integral absolute error of system angles and velocities and balance the pendulum in the inverted position by minimizing overshoot, settling time and rise time of step response. An objective function using these indexes is established. Then by minimizing the objective function using Binary Genetic algorithm, the optimal controller parameters can be assigned. Simulation results verified capable and competent characteristics of proposed optimal feedback linearization controller. The proposed method can be considered as a promising way for control of various similar nonlinear systems.
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