IEEE International Conference on Neural Networks · 1988 · 51 citations · 9 references
EngineeringComputer ScienceRobotics EngineeringRobot ControlRobot KinematicsRoboticsCollision AvoidanceCollision Avoidance ControlManipulation ControlManipulator ControlObstacle AvoidanceRobot Control ArchitectureManipulator Motion ControlMotion Planning For ManipulatorsMulti-body KinematicsSystolic Arrays
An approach is presented for the collision-free control of general robot manipulators moving among a changing set of obstacles. The controller, based on a layered, neural network architecture, adapts to the specific eye/hand and arm/body kinematics of any arbitrarily shaped robot during an initial, unsupervised training phase. After training, the robot selects a target point by 'glancing' at it and the controller moves the end-effector into position. This approach, which combines neural and systolic computing principles, has several advantages over traditional algorithmic solutions and extends previous work on neural manipulator control. Results of a simulation are presented.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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Robert Hecht-Nielsen · Applied Optics · 1987 · 715 citations
Yaser S. Abu‐Mostafa, Demetri Psaltis · Scientific American · 1987 · 259 citations · Full text