Title :
Vision-Based Coordinate Transformation with Back Propagation Neural Networks on Mobile Robots
Author :
Chiung-Hui Tsai ; Chih-Hung Wu ; You-Dong Huang
Author_Institution :
Dept. of Electr. Eng., Nat. Univ. of Kaohsiung, Kaohsiung, Taiwan
Abstract :
Target tracking is important for vision-based robots to implement tasks of grasping, assembling and avoiding obstacles. the purpose of a target tracking system is to identify a target and then to estimate the position of the target. the targets´ positions are usually described by various coordinate systems for different purposes. This study focuses on the problem of coordinate transformation on mobile robots and employs the techniques of Back-Propagation Neural Networks to discover the prediction models. with such prediction models, coordinate transformation can be done with less processing time. the techniques have been implemented and integrated with a four-wheeled vision-based security robot and has been verified in real environments. the experimental results show that the proposed method is able to produce simple and precise transformation models and improves the robot´s performances.
Keywords :
assembling; backpropagation; collision avoidance; mobile robots; neurocontrollers; predictive control; robot vision; service robots; target tracking; assembling; back propagation neural network; four-wheeled vision-based security robot; grasping; mobile robot; obstacle avoidance; position estimation; prediction model; robot performance; target position; target tracking system; vision-based coordinate transformation; vision-based robot; Cameras; Charge coupled devices; Mobile robots; Neural networks; Robot kinematics; Training; Back-Propagation Neural Networks; Computational Intelligence; Coordinate Transformation; Prediction; Robotics; Target tracking;
Conference_Titel :
Genetic and Evolutionary Computing (ICGEC), 2012 Sixth International Conference on
Conference_Location :
Kitakushu
Print_ISBN :
978-1-4673-2138-9
DOI :
10.1109/ICGEC.2012.151