Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Matrix computations (3rd ed.)
Advanced Robotics: Redundancy and Optimization
Advanced Robotics: Redundancy and Optimization
A Robust Method for the Concurrent Motion Planning of Multi-Manipulators Systems
Journal of Intelligent and Robotic Systems
Engineering Applications of Artificial Intelligence
Journal of Intelligent and Robotic Systems
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In this article an Artificial Neural Network (ANN) approach for fast inverse kinematics computation and effective singularities prevention of redundant robot manipulators is presented. The approach is based on establishing some characterizing matrices, representing some geometrical concepts, in order to yield a simple performance index and a null space vector for singularities avoidance/prevention and safe path generation. Here, this null space vector is computed using a properly trained ANN and included in the computation of the inverse kinematics being performed also by another properly trained ANN.