Title :
Sequential improvement of grasp based on sensitivity analysis
Author :
Mavrogiannis, Christoforos I. ; Bechlioulis, Charalampos P. ; Kyriakopoulos, K.J.
Author_Institution :
Control Syst. Lab., Nat. Tech. Univ. of Athens, Athens, Greece
Abstract :
In this work, we present a novel concept in the area of optimal grasp synthesis, confronting both geometric and mechanical constraints. Initializing from a locally optimal force distribution on some predefined feasible contact points, our method improves gradually the grasp quality avoiding simultaneously singularities and mechanical limitations. The proposed scheme implements sequential perturbations on the contact points and the wrist´s position/orientation incorporating a post-optimality method in an iterative process to derive the consecutive optimal states. The main novelty of this work lies in the fact that only local information of the object´s surface is required, which can be provided for instance by an appropriate tactile sensor suite. Finally, a simulation study on the DLR/HIT Hand II clarifies and verifies the efficiency of the approach.
Keywords :
grippers; sensitivity analysis; tactile sensors; DLR/HIT Hand II; consecutive optimal states; contact points; iterative process; mechanical constraints; mechanical limitations; object surface; optimal force distribution; optimal grasp synthesis; post optimality method; sensitivity analysis; sequential improvement; sequential perturbations; tactile sensor suite; Force; Joints; Linear programming; Optimization; Robots; Sensitivity; Grasp Planning; Grasp Synthesis; Grasping Force Optimization; Nonlinear Optimization; Sensitivity Analysis;
Conference_Titel :
Robotics and Automation (ICRA), 2013 IEEE International Conference on
Conference_Location :
Karlsruhe
Print_ISBN :
978-1-4673-5641-1
DOI :
10.1109/ICRA.2013.6630709