PID控制器
控制理论(社会学)
非线性系统
粒子群优化
控制器(灌溉)
控制工程
液压缸
工程类
计算机科学
温度控制
控制(管理)
人工智能
机械工程
物理
机器学习
生物
量子力学
农学
作者
Mustafa Yavuz Coşkun,Mehmet İtik
标识
DOI:10.1016/j.isatra.2023.04.005
摘要
In this study, an intelligent PID (i-PID) controller is designed for position control of a nonlinear electro-hydraulic system with uncertain valve characteristics and supply pressure variations. The proposed controller uses estimation of ultra-local model of the system. To exhibit the capability of the proposed method, the controller parameters are optimized via the particle swarm optimization method through a nominal nonlinear model of the system. Then, the performance of the i-PID controller, parameters of which are optimized by using the nominal model, is examined under uncertainties caused by valve characteristics and supply pressure variations. Moreover, the friction between the piston and the hydraulic cylinder is also considered in experiments. A PID controller whose parameters are also optimized based on the same performance criteria, is used for comparison purposes with i-PID control both in simulations and experiments. Performance metrics of the controllers are examined and presented by employing two separate reference signals: Sine wave and ramp. The results show that the i-PID controller shows significantly better results than the classical PID controller in tracking the test signals under various supply pressures and valve modes.
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