Title :
Image-based path-planning algorithm on the joint space
Author :
Noborio, Hiroshi ; Nishino, Yutaka
Author_Institution :
Div. of Inf. & Comput. Sci., Osaka Electro-Commun. Univ., Neyagawa, Japan
Abstract :
To design an image-based path-planning algorithm, we should decrease the sum of moving distances of degrees-of-freedom of a manipulator. The algorithm A* selects the shortest path in the joint space by hard search. The combination search requires long distance moving. In a computer (virtual) world, the moving is not always time consuming. However in a real world, the moving is extremely time consuming. To overcome this drawback, we are seeking for a one-way search. For this reason, the sensor-based path-planning algorithms are preferred to an image-based path-planning algorithm. On the observation, we adopt a three or more dimensional sensor-based path-planning algorithm as the image-based path-planning algorithm. Its heuristics is defined by a difference between present and objective images. If the heuristics amounts to zero, the image-based algorithm stops. Therefore, convergence of a camera on a manipulator tip to an objective state is kept, and it is not influenced at all by uncertainties of robot and camera parameters.
Keywords :
computer vision; manipulator kinematics; optimisation; path planning; search problems; computer vision; convergence; heuristics; image-based path-planning; kinematic model; manipulators; search problem; sensor-based path-planning; Algorithm design and analysis; Cameras; Computer science; Convergence; Costs; Orbital robotics; Path planning; Robot sensing systems; Robot vision systems; Uncertainty;
Conference_Titel :
Robotics and Automation, 2001. Proceedings 2001 ICRA. IEEE International Conference on
Print_ISBN :
0-7803-6576-3
DOI :
10.1109/ROBOT.2001.932771