Control Lyapunov-Barrier function based model predictive control for stochastic nonlinear affine systems

被引:8
|
作者
Zheng, Weijiang [1 ]
Zhu, Bing [1 ,2 ]
机构
[1] Beihang Univ, Res Div 7, Beijing, Peoples R China
[2] Beihang Univ, Res Div 7, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
control Lyapunov-Barrier function; dynamic feedback linearization; event-triggering mechanisms; sampled-data systems; stochastic model predictive control; CONSTRAINT-TIGHTENING APPROACH; FUNCTION DESIGN; STABILIZATION;
D O I
10.1002/rnc.6962
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A stochastic model predictive control (MPC) framework is presented in this paper for nonlinear affine systems with stability and feasibility guarantee. We first introduce the concept of stochastic control Lyapunov-Barrier function (CLBF) and provide a method to construct CLBF by combining an unconstrained control Lyapunov function (CLF) and control barrier functions. The unconstrained CLF is obtained from its corresponding semi-linear system through dynamic feedback linearization. Based on the constructed CLBF, we utilize sampled-data MPC framework to deal with states and inputs constraints, and to analyze stability of closed-loop systems. Moreover, event-triggering mechanisms are integrated into MPC framework to improve performance during sampling intervals. The proposed CLBF based stochastic MPC is validated via an obstacle avoidance example.
引用
收藏
页码:91 / 113
页数:23
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