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Stabilization of nonlinear inverted pendulum system using MOGA and APSO tuned nonlinear PID controller

机译:利用MOGA和APSO调整的非线性PID控制器稳定非线性倒立摆系统。

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An inverted pendulum system (IPS) is a highly nonlinear dynamical open loop unstable system, typically used as a benchmark to verify the performance of controllers. The IPS emulates the behaviour of an altitude control of a space booster or rocket on take-off. The problem is to develop suitable controllers to maintain the stabilization and swing up of an inverted pendulum on a cart. This paper presents the evolutionary tuning methods of nonlinear PID (NL-PID) controller for IPS with the multi-objective genetic algorithm (MOGA) and adaptive particle swarm optimization (APSO) algorithm. The function of NL-PID controllers is to keep the pendulum in an upright position by maintaining the pendulum at same state and angle at zero degrees. The comparison of responses and performance of MOGA tuned NL-PID and APSO tuned NL-PID controllers for an IPS are described. The mathematical modeling and simulation analysis of the IPS is presented in detail to test the effectiveness of controller tuning algorithm. The APSO based tuning of the NL-PID controller has lesser chattering, noise and fast settling time than MOGA based tuning of the controller.
机译:倒立摆系统(IPS)是一种高度非线性的动态开环不稳定系统,通常用作验证控制器性能的基准。 IPS模拟起飞时太空助推器或火箭的高度控制行为。问题是要开发合适的控制器来保持手推车上倒立摆的稳定性和摆动性。提出了基于多目标遗传算法(MOGA)和自适应粒子群优化(APSO)算法的IPS非线性PID(NL-PID)控制器的进化整定方法。 NL-PID控制器的功能是通过将钟摆保持在相同的状态且角度保持在零度,将钟摆保持在直立位置。描述了针对IPS的MOGA调谐的NL-PID和APSO调谐的NL-PID控制器的响应和性能的比较。详细介绍了IPS的数学建模和仿真分析,以测试控制器调整算法的有效性。与基于MOGA的控制器调整相比,基于APSO的NL-PID控制器调整具有更少的抖动,噪声和更快的建立时间。

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