Growing Algorithm of Laguerre Orthogonal Basis Neural Network with Weights Directly Determined
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Robotics and Computer-Integrated Manufacturing
ISNN '09 Proceedings of the 6th International Symposium on Neural Networks on Advances in Neural Networks
One-Dimensional Analysis of Exponential Convergence Condition for Dual Neural Network
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Expert Systems with Applications: An International Journal
Bi-criteria torque minimization of redundant robot arms with schemes, models and methods compared
ROBIO'09 Proceedings of the 2009 international conference on Robotics and biomimetics
Robotics and Computer-Integrated Manufacturing
Expert Systems with Applications: An International Journal
LSMS'07 Proceedings of the 2007 international conference on Life System Modeling and Simulation
Journal of Intelligent and Robotic Systems
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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.