基于演化参数优化的倒立摆控制器的非线性PID模糊方法

M. Nandakumar, R. Nalakath
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引用次数: 3

摘要

通过在水平轨道上移动小车来平衡倒立摆是一个经典的控制问题。解决这一问题的直接方法是使用一种控制系统,该系统从两个可观测参数中获取输入,这两个参数是杆角误差和小车位置与轨道中心的偏差。这些措施的比例,积分和导数方面应结合起来决定扭矩应用在车上。系统是非线性的,需要非线性组合的误差措施进行有效控制。本文提出的方法是使用模糊建模实现非线性控制系统,并使用进化计算优化控制系统参数。结果表明,该方法在实现非线性和不稳定过程的控制方面是有效的。系统的模糊建模为系统提供了更好的可解释性,使该方法可扩展到各种各样的工程问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A non linear PID fuzzy approach to inverted pendulum controller with evolutionary parameter optimisation
The balancing of an inverted pendulum by moving a cart along a horizontal track is a classic control problem. The direct approach to solve this problem is to use a control system which derives inputs from two observable parameters, which are error in the pole angle and deviation of cart position from the centre of the track. The proportional, integral and derivative aspects of these measures shall be combined to decide on the torque to be applied on the cart. The system is non-linear demanding a non-linear combination of the error measures for effective control. The approach proposed in this work is to achieve a non-linear control system using fuzzy modelling and the control system parameters are optimised using evolutionary computation. The results show the efficiency of the proposed method in achieving control over non-linear and unstable processes. The fuzzy modelling of the system offers better interpretability of the system making the approach extensible to a large variety of engineering problems.
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