DocumentCode
1818343
Title
Lifted Newton motion planning algorithm
Author
Janiak, Mariusz
Author_Institution
Fac. of Electron., Wroclaw Univ. of Technol., Wrocław, Poland
fYear
2015
fDate
6-8 July 2015
Firstpage
223
Lastpage
228
Abstract
This paper presents an application of the Lifted Newton method in the motion planning of robotics systems represented by a nonlinear control system with output. This representation covers a wide range of systems, from simple nonholonomic systems modeled on kinematics level to complex systems with dynamics. Following the Endogenous Configuration Space Approach, the motion planning problem is defined in terms of the system end-point map that transforms input control signals into task space location at a prescribed time. The Lifted Newton method is a generalization of the well-known direct “multiple shooting” techniques, originally applied to solving nonlinear optimization problems, including the optimal control problem and the optimal estimation problem as well as to solving boundary value problems. Compared to traditional Newton-type algorithms, typically the Lifted Newton method has larger region of convergence, faster local convergence rate and more freedom for initialization. It has also a ability for remarkable parallelization of the most computational demanding algorithm parts. Performance of the algorithm has been illustrated by solving a motion planning problem for the unicycle type platform and the rolling ball.
Keywords
boundary-value problems; estimation theory; mobile robots; nonlinear control systems; optimal control; path planning; boundary value problem; kinematics level; lifted Newton motion planning algorithm; multiple shooting technique; nonholonomic system; nonlinear control system; optimal control problem; optimal estimation problem; robotics system; Aerospace electronics; Algorithm design and analysis; Convergence; Mathematical model; Newton method; Planning; Robots;
fLanguage
English
Publisher
ieee
Conference_Titel
Robot Motion and Control (RoMoCo), 2015 10th International Workshop on
Conference_Location
Poznan
Type
conf
DOI
10.1109/RoMoCo.2015.7219739
Filename
7219739
Link To Document