Neural network-based nonlinear tracking control of kinematically redundant robot manipulators

In this paper, neural network-based nonlinear dynamical control of kinematically redundant robot manipulators is considered. The neural network-based controller achieves end-effector trajectory tracking as well as subtask tracking effectively. A feedforward neural network is employed to learn the parametric uncertainties, existing in the dynamical model of the robot manipulator. The whole system is shown to be stable in the sense of Lyapunov. Numerical simulation studies are carried out for a 3R planar robot manipulator to show the effectiveness of the control scheme.

[1]  Gian Luca Foresti,et al.  Generalized neural trees for pattern classification , 2002, IEEE Trans. Neural Networks.

[2]  M.S. de Queiroz,et al.  Task-space tracking control of redundant robot manipulators via quaternion feedback , 2001, Proceedings of the 2001 IEEE International Conference on Control Applications (CCA'01) (Cat. No.01CH37204).

[3]  Yunong Zhang,et al.  Infinity-norm acceleration minimization of robotic redundant manipulators using the LVI-based primal-dual neural network , 2009 .

[4]  Maarouf Saad,et al.  Modeling and adaptive control of redundant robots , 2006, Math. Comput. Simul..

[5]  Jun Wang,et al.  A dual neural network for bi-criteria kinematic control of redundant manipulators , 2002, IEEE Trans. Robotics Autom..

[6]  Erkan Zergeroglu,et al.  Nonlinear tracking control of kinematically redundant robot manipulators , 2004 .

[7]  Chien Chern Cheah,et al.  Adaptive Jacobian tracking control of robots with uncertainties in kinematic, dynamic and actuator models , 2006, IEEE Transactions on Automatic Control.

[8]  Richard Colbaugh,et al.  Robust adaptive control of redundant manipulators , 1995, J. Intell. Robotic Syst..

[9]  Mark W. Spong,et al.  Robot dynamics and control , 1989 .

[10]  Kurt Hornik,et al.  Multilayer feedforward networks are universal approximators , 1989, Neural Networks.

[11]  Keigo Watanabe,et al.  Intelligent control for avoiding the joint limits of redundant planar manipulators , 2005, Artificial Life and Robotics.

[12]  Frank L. Lewis,et al.  Neural Network Control of Robot Manipulators , 1996, IEEE Expert.

[13]  Erkan Zergeroglu,et al.  Robust tracking control of kinematically redundant robot manipulators subject to multiple self-motion criteria , 2006 .

[14]  Rong-Jong Wai,et al.  Tracking control based on neural network strategy for robot manipulator , 2003, Neurocomputing.

[15]  Frank L. Lewis,et al.  Neural Network Control Of Robot Manipulators And Non-Linear Systems , 1998 .

[16]  S. Shankar Sastry,et al.  Dynamic control of redundant manipulators , 1989, J. Field Robotics.

[17]  Frank L. Lewis,et al.  Multilayer neural-net robot controller with guaranteed tracking performance , 1996, IEEE Trans. Neural Networks.

[18]  Erkan Zergeroglu,et al.  Robust tracking control of kinematically redundant robot manipulators subject to multiple self-motion criteria , 2006, 2006 IEEE Conference on Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control.

[19]  Boubaker Daachi,et al.  A Neural Network Adaptive Controller for End-effector Tracking of Redundant Robot Manipulators , 2006, J. Intell. Robotic Syst..

[20]  Darren M. Dawson,et al.  Adaptive control of redundant robot manipulators with sub-task objectives , 2008, 2008 American Control Conference.