DocumentCode :
2709832
Title :
Comparison of stabilizing NMPC designs for wheeled mobile robots: An experimental study
Author :
Mehrez, Mohamed W. ; Mann, George K. I. ; Gosine, Raymond G.
Author_Institution :
Intell. Syst. Lab., Memorial Univ. of Newfoundland, St. John´s, NL, Canada
fYear :
2015
fDate :
7-8 April 2015
Firstpage :
130
Lastpage :
135
Abstract :
In this paper, two stabilizing nonlinear model predictive control (NMPC) designs, namely, final-state equality constraint stabilizing design and final-state inequality constraint stabilizing design have been applied to achieve two wheeled mobile robot´s control objectives, i.e. point stabilization and trajectory tracking. In both controllers, final-state constraints are imposed, on the online optimization step, to guarantee the closed loop stability. As shown in the literature, both stabilizing designs were addressed to be computationally intense; thus, their real-time implementation is not tractable. Nonetheless, in this work, a recently developed toolkit implementing fast NMPC routines has been used to apply the two stabilizing designs on a mobile robot research platform after developing a C++ code, coupling the toolkit and the research platform´s software. Full scale experiments implementing the two stabilizing designs are conducted and contrasted in terms of performance measures and real-time requirements.
Keywords :
C++ language; control system synthesis; mobile robots; nonlinear control systems; optimisation; robot kinematics; robust control; trajectory control; C++ code; NMPC routines; closed loop stability; final-state constraints; final-state equality constraint stabilizing design; final-state inequality constraint stabilizing design; online optimization step; performance measures; point stabilization; real-time requirements; research platform software; stabilizing NMPC designs; stabilizing nonlinear model predictive control designs; trajectory tracking; wheeled mobile robot control objective; Asymptotic stability; Mobile robots; Optimization; Real-time systems; Tracking; Trajectory; coupling code; mobile robots; nonlinear model predictive control; real-time implementation; stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Moratuwa Engineering Research Conference (MERCon), 2015
Conference_Location :
Moratuwa
Type :
conf
DOI :
10.1109/MERCon.2015.7112333
Filename :
7112333
Link To Document :
بازگشت