基于改进粒子群的倒立摆PID滑模控制

Kirtiman Singh, S. Nema, P. Padhy
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引用次数: 16

摘要

非线性单级倒立摆的轨迹跟踪与稳定是一个复杂的控制问题,既有内在的非线性,又有外部因素影响平衡位置。滑模控制(SMC)是一种鲁棒控制技术,在非线性系统的控制中应用最为广泛。针对二阶非线性倒立摆装置,采用改进粒子群智能优化(MPSO)方法,设计了一种新的基于模型的鲁棒控制律——比例-积分-导数(PID)滑模控制。本文通过广泛的数学建模,阐明了滑模的设计,突出了滑模的鲁棒性和高收敛性等重要特征。利用李雅普诺夫稳定性方法推导了赛丁模控制律,并用数学方法证明了其渐近稳定性,并通过仿真验证了其有效性。MPSO PID-SMC控制能够稳定高度非线性的倒立摆系统,补偿扰动和不确定性,减小跟踪误差。对该系统进行了仿真和实验应用,并与PID、传统SMC和MPSO PID-SMC进行了定量比较。
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Modified PSO based PID sliding mode control for inverted pendulum
Trajectory tracking and stabilization of a nonlinear single stage inverted pendulum is a complicated control problem, as nonlinearity is present inherently and external factors affect the equilibrium position. Sliding mode control (SMC) is a robust control technique, most popular for nonlinear system's controlling. In this paper, a new model based robust control law, called PID (Proportional-Integral-Derivative) sliding mode control is designed using modified particle swarm intelligent optimization (MPSO) for second order nonlinear inverted pendulum plant. This paper throws light on the sliding surface design and highlights the important features of sliding mode, such as robustness and higher convergence, through extensive mathematical modelling. Siding mode control law is derived using Lyapunov stability approach and its asymptotic stability is proved mathematically and simulations shows its validity. MPSO PID-SMC control will stabilize the highly nonlinear Inverted Pendulum system, will compensate disturbance and uncertainty and reduces tracking error. Simulations and experimental application is done on the system and are presented to make a quantitative comparison with PID, traditional SMC and MPSO PID-SMC.
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