Title :
A unified quadratic-programming-based dynamical system approach to joint torque optimization of physically constrained redundant manipulators
Author :
Zhang, Yunong ; Ge, Shuzhi Sam ; Lee, Tong Heng
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore
Abstract :
In this paper, for joint torque optimization of redundant manipulators subject to physical constraints, we show that velocity-level and acceleration-level redundancy-resolution schemes both can be formulated as a quadratic programming (QP) problem subject to equality and inequality/bound constraints. To solve this QP problem online, a primal-dual dynamical system solver is further presented based on linear variational inequalities. Compared to previous researches, the presented QP-solver has simple piecewise-linear dynamics, does not entail real-time matrix inversion, and could also provide joint-acceleration information for manipulator torque control in the velocity-level redundancy-resolution schemes. The proposed QP-based dynamical system approach is simulated based on the PUMA560 robot arm with efficiency and effectiveness demonstrated.
Keywords :
constraint theory; matrix inversion; piecewise linear techniques; quadratic programming; redundant manipulators; PUMA560 robot arm; acceleration-level redundancy-resolution schemes; joint torque optimization; joint-acceleration information; linear variational inequalities; manipulator torque control; physically constrained redundant manipulators; piecewise-linear dynamics; primal-dual dynamical system solver; quadratic programming-based dynamical system approach; real-time matrix inversion; velocity-level redundancy-resolution schemes; Acceleration; Constraint optimization; Kinematics; Linear matrix inequalities; Manipulator dynamics; Neural networks; Piecewise linear techniques; Quadratic programming; Robots; Torque control; Algorithms; Artificial Intelligence; Feedback; Motion; Nonlinear Dynamics; Programming, Linear; Robotics; Torque;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2004.830347