Title :
A nonlinear least squares approach to the numerical optimal control of non-holonomic systems
Author :
Samuel, Sudhaker ; Keerthi, S. Sathiya
Author_Institution :
Dept. of Comput. Sci. & Autom., Indian Inst. of Sci., Bangalore, India
Abstract :
This paper gives a nonlinear least squares approach for numerically finding a trajectory to transfer a non-holonomic system from one configuration to another while satisfying given point-wise configuration constraints. A car-like robot is considered as an example. The car-like robot is kinematically constrained and is modelled as a 2D object translating and rotating in the horizontal plane. The configuration constraints correspond to obstacle-avoidance. A simple technique is used to set up an approximate nonlinear least squares problem that includes the various constraints. An elegant error analysis is devised to effectively deal with the approximations. Several illustrative examples are presented to demonstrate the effectiveness of the approach
Keywords :
least squares approximations; mobile robots; optimal control; path planning; robot kinematics; 2D object; car-like robot; error analysis; nonholonomic systems; nonlinear least squares approach; numerical optimal control; obstacle-avoidance; point-wise configuration constraints; Computer science; Error analysis; Least squares approximation; Least squares methods; Optimal control; Robot kinematics; Robotics and automation; Space exploration; Subspace constraints; Wheels;
Conference_Titel :
Systems, Man and Cybernetics, 1993. 'Systems Engineering in the Service of Humans', Conference Proceedings., International Conference on
Conference_Location :
Le Touquet
Print_ISBN :
0-7803-0911-1
DOI :
10.1109/ICSMC.1993.384916