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GA-PID controller for position control of inverted pendulum

机译:GA-PID控制器,用于倒置摆的位置控制

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摘要

Stability is very necessary in control system and it becomes more difficult to achieve for a nonlinear system which inverted pendulum is an example. Most of the controllers available suffer from problems such as difficult in tuning process, sluggishness in response time, quick and global convergence etc. This paper considered Proportional-Integra-Derivative optimized with Genetic Algorithm (GA-PID) Controller on Inverted pendulum for the control of the angle position. Conventional PID controller was used to validate the proposed controller. A MATLAB script for genetic algorithm was written with the aim of obtaining optimum PID parameters that would keep the pendulum angle at equilibrium (i.e. returns the pendulum to a desire point as quick as possible) by minimizing an objective function (Integral time absolute error ITAE). On the other hand, a convention PID controller was designed using MATLAB/Simulink environment; the PID's gains were manually tuned until an optimum response is achieved. The results obtained in both schemes shows that GA-PID showed superiority in all the performance indices used in evaluating the two controller schemes and therefore can serves as a valuable controller for the system.
机译:控制系统中稳定性是非常必要的,并且对于倒置摆的非线性系统变得更加困难,该非线性系统是一个例子。大多数控制器都遭受了诸如调整过程中困难的问题,响应时间快,快速和全球收敛等困难。本文被认为是用遗传算法(GA-PID)控制器对控制的遗传算法(GA-PID)控制器进行了比例 - 积分衍生物角度位置。传统的PID控制器用于验证所提出的控制器。用于遗传算法的MATLAB脚本是通过获得最佳PID参数的目的,通过最小化目标函数(积分时间绝对误差ITAE尽可能快地返回欲望点的义率点以便返回欲望点的最佳PID参数) 。另一方面,使用MATLAB / SIMULINK环境设计了“公约”PID控制器;手动调整PID的收益,直到实现了最佳响应。两种方案中获得的结果表明,GA-PID在评估两个控制器方案中使用的所有性能指标中显示出优越性,因此可以用作系统的有价值控制器。

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