Title :
Point stabilization of mobile robots with nonlinear model predictive control
Author :
Kühne, Felipe ; Lages, Walter Fetter ; Da Silva, João Manoel Gomes, Jr.
Author_Institution :
Dept. of Electr. Eng., Fed. Univ. of Rio Grande do Sul, Porto Alegre, Brazil
Abstract :
This paper presents an optimal control scheme based on model-based predictive control (MPC) for a wheeled mobile robot (WMR) with nonholonomic constraints. It is shown that, by using MPC, some advantages can be obtained, such as the ability to handle constraints due to state or input limitations and performance improvement. To solve some problems with other MPCs for WMRs, this paper proposes to formulate a cost function in polar coordinates. Considerations regarding the computational effort of the MPC are developed with the purpose of analysing the viability of the proposed technique in real-time.
Keywords :
mobile robots; nonlinear control systems; optimal control; predictive control; stability; cost function; nonholonomic constraints; nonlinear model predictive control; optimal control scheme; point stabilization; polar coordinates; wheeled mobile robots; Cost function; Error correction; Kinematics; Mobile robots; Neural networks; Optimal control; Predictive control; Predictive models; Trajectory; Tuning;
Conference_Titel :
Mechatronics and Automation, 2005 IEEE International Conference
Conference_Location :
Niagara Falls, Ont., Canada
Print_ISBN :
0-7803-9044-X
DOI :
10.1109/ICMA.2005.1626717