In this paper we present a real-time collision check algorithm based on the parallel computation capabilities of recent graphics card’s GPUs. We show an effective application of the proposed algorithm to solve the task-constrained real- time motion planning problem for a redundant manipulator. We propose a proof-of-concept motion planner based on fast collision check of predicted robot motion over a given planning horizon. Obstacles are avoided exploiting the redundancy of the robot. Reactive velocities are computed for some control points placed on the robot and projected in the null space of the task Jacobian. The approach is validated through simulations in V-Rep environments and experiments on the KUKA LWR-IV 7-DoF manipulator.
Parallel collision check for sensor based real-time motion planning / Cefalo, Massimo; Magrini, Emanuele; Oriolo, Giuseppe. - ELETTRONICO. - (2017), pp. 1936-1943. (Intervento presentato al convegno 2017 IEEE International Conference on Robotics and Automation, ICRA 2017 tenutosi a Singapore nel 2017) [10.1109/ICRA.2017.7989225].
Parallel collision check for sensor based real-time motion planning
Cefalo, Massimo
;Magrini, Emanuele
;Oriolo, Giuseppe
2017
Abstract
In this paper we present a real-time collision check algorithm based on the parallel computation capabilities of recent graphics card’s GPUs. We show an effective application of the proposed algorithm to solve the task-constrained real- time motion planning problem for a redundant manipulator. We propose a proof-of-concept motion planner based on fast collision check of predicted robot motion over a given planning horizon. Obstacles are avoided exploiting the redundancy of the robot. Reactive velocities are computed for some control points placed on the robot and projected in the null space of the task Jacobian. The approach is validated through simulations in V-Rep environments and experiments on the KUKA LWR-IV 7-DoF manipulator.File | Dimensione | Formato | |
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