NONLINEAR OPTIMIZATION-BASED MOTION PLANNING OF NONHOLONOMIC SYSTEMS USING AN ITERATIVE ALGORITHM

Authors
Citation
Cc. Yih et Pi. Ro, NONLINEAR OPTIMIZATION-BASED MOTION PLANNING OF NONHOLONOMIC SYSTEMS USING AN ITERATIVE ALGORITHM, Intelligent automation and soft computing, 4(3), 1998, pp. 227-239
Citations number
20
Categorie Soggetti
Robotics & Automatic Control","Computer Science Artificial Intelligence","Robotics & Automatic Control","Computer Science Artificial Intelligence
ISSN journal
10798587
Volume
4
Issue
3
Year of publication
1998
Pages
227 - 239
Database
ISI
SICI code
1079-8587(1998)4:3<227:NOMPON>2.0.ZU;2-Z
Abstract
A nonlinear optimization-based scheme is developed for the motion plan ning of nonholonomic systems. By specifying the final states constrain ts and using the performance criteria involving the control energy, th e motion planning of nonholonomic systems can be recast as a nonlinear optimization problem which is to find suitable control inputs for ste ering the system along a feasible path from an initial state to a fina l stare. An iterative algorithm is proposed to solve for a feasible pa th satisfying nonholonomic constraints and necessary optimality condit ions. First, multi-point shooting is used to convert the motion planni ng problem into the problem of finding the solution of nonlinear equat ions. Modified Newton's method with line search is then used to ensure the global convergence of the numerical algorithm. The proposed schem e is applied to an one-leg hopping robot and a two-wheeled mobile robo t. The results of numerical simulation clearly demonstrate the effecti veness of the proposed motion planning scheme.