Optimization-based adaptive trajectory tracking controller design of self-balanced vehicle with asymptotic prescribed performance

被引:0
|
作者
Hu, Chuan [1 ]
Liu, Minhao [2 ]
Wang, Lei [2 ]
Pang, Hui [2 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Mech Engn, Shanghai 200240, Peoples R China
[2] Xian Univ Technol, Sch Mech & Precis Instrument Engn, Xian 710048, Peoples R China
关键词
Self -balanced vehicle; Adaptive optimization -based predictive control; Prescribed performance; Radial basis function neural network; UNCERTAIN NONLINEAR-SYSTEMS; MOBILE ROBOT;
D O I
10.1016/j.isatra.2024.02.031
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To handle with the nonlinear external disturbances and unmodeled dynamics of self-balanced vehicle (SBV), a novel adaptive trajectory tracking controller based on asymptotic prescribed performance is proposed. First, a velocity planner based on kinematic is constructed to control the velocity signal to improve the motion stability of SBV. Second, the prescribed performance function (PPF) is designed to prescribe transient-state and steadystate performances (TSP). Afterwards, an optimization-based predictive control (OPC) is proposed for accurate trajectory tracking of SBV. Furthermore, a modified radial basis function neural network (RBFNN) approximator is developed to compensate the unmodeled dynamics and the nonlinear external disturbances of the SBV. The overall system stability is proved with the help of Lyapunov theorem. Finally, the tracking performance and antiinterference robustness of the proposed control method are verified by comparative numerical simulations.
引用
收藏
页码:114 / 127
页数:14
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