Title :
Voxel-based motion bounding and workspace estimation for robotic manipulators
Author :
Anderson-Sprecher, Peter ; Simmons, Reid
Author_Institution :
Robitics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
Abstract :
Identification of regions in space that a robotic manipulator can reach in a given amount of time is important for many applications, such as safety monitoring of industrial manipulators and trajectory and task planning. However, due to the high-dimensional configuration space of many robots, reasoning about possible physical motion is often intractable. In this paper, we propose a novel method for creating a reachability grid, a voxel-based representation that estimates the minimum time needed for a manipulator to reach any physical location within its workspace. We use up to second-degree constraints on joint motion to model motion limits for each joint independently, followed by successive voxel approximations to map these limits on to the robot´s physical workspace. Results using a simulated manipulator indicate that our method can produce accurate reachability grids in real-time, even for robots with many degrees of freedom. Furthermore, errors are almost exclusively biased towards producing more optimistic reachability estimates, which is a desirable characteristic for many applications.
Keywords :
approximation theory; computational geometry; industrial manipulators; path planning; reachability analysis; high-dimensional configuration space; industrial manipulators; minimum time estimation; optimistic reachability estimation; reachability grid; region identification; robotic manipulators; safety monitoring; task planning; trajectory planning; voxel approximations; voxel-based motion bounding; voxel-based representation; workspace estimation; Approximation methods; End effectors; Estimation; Extraterrestrial measurements; Joints;
Conference_Titel :
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location :
Saint Paul, MN
Print_ISBN :
978-1-4673-1403-9
Electronic_ISBN :
1050-4729
DOI :
10.1109/ICRA.2012.6225256