2012 IEEE International Conference on Automation and Logistics 2012
DOI: 10.1109/ical.2012.6308157
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Grasp planning of 3D objects using genetic algorithm

Abstract: In this paper, we apply genetic algorithm (GA) to the optimization problem in grasp planning. This method can be used to find "pregrasps" for 3D objects in arbitrary shape and different dexterous hands, which serve as the first step of a complete grasping action. Each component of the GA planner is discussed in detail. The proposed algorithm is implemented in GraspIt! simulator [1]. It is tested on different hand-object combinations and the result shows that genetic algorithm is effective in finding high-quali… Show more

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Cited by 6 publications
(2 citation statements)
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“…63 A comparative study to find the optimal grasp planning and the best grasping point is investigated using GA and PSO in Mesgari and Cheraghpour. 64 Zhang and Gu 65 proposed a novel methodology to find grasp planning for the dexterous hand to grasp the 3D object using a GA. They implemented the methodology in the Graspit simulator.…”
Section: Application Of Soft Computing Techniques In Robotic Graspingmentioning
confidence: 99%
“…63 A comparative study to find the optimal grasp planning and the best grasping point is investigated using GA and PSO in Mesgari and Cheraghpour. 64 Zhang and Gu 65 proposed a novel methodology to find grasp planning for the dexterous hand to grasp the 3D object using a GA. They implemented the methodology in the Graspit simulator.…”
Section: Application Of Soft Computing Techniques In Robotic Graspingmentioning
confidence: 99%
“…How to choose vector χ has something to do with the magnitude of the contact force [7] . The overlarge normal force can not only result the body's wastage and the waste of energy but also the deformation of explosive, especially the brittle and dangerous goods, which may even cause explosion to threaten the surrounding environment and the safety of the robot itself [9] .…”
Section: A the Analysis Of The Minimal Contact Force For Grasping Unmentioning
confidence: 99%