首页> 外文会议>2012 4th IEEE RAS amp; EMBS International Conference on Biomedical Robotics and Biomechatronics >Towards a Particle Swarm Optimization approach for grasp planning problem
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Towards a Particle Swarm Optimization approach for grasp planning problem

机译:朝着粒子群优化方法解决规划问题

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This paper addresses the grasp planning problem, which deals with finding the contact points between a five-fingered hand and an arbitrary object. As we consider this problem as an optimization problem, we provide in this paper an approach based on Particle Swarm Optimization for the generation and execution of grasps. Its main purpose is to compute a set of hand configurations posture in order to find an appropriate grip, satisfying a certain criteria. Assuming that the search for a solution is restricted to a precise grasp which allows only contact with the fingertips, we analyze each of the configurations of the hand with a fitness function based on a measure of quality of the grasp. Each grasp is tested and evaluated within our grasping simulator “HandGrasp”. We present experimental results using different objects.
机译:本文解决了抓握计划问题,该问题涉及寻找五指手与任意物体之间的接触点。当我们将此问题视为优化问题时,我们在本文中提供了一种基于粒子群优化的方法来生成和执行抓取。它的主要目的是计算一组手的配置姿势,以便找到满足特定条件的合适握力。假设对解决方案的搜索仅限于仅允许与指尖接触的精确抓握,我们将根据抓握质量的度量来分析具有适应功能的手的每种配置。在我们的抓握模拟器“ HandGrasp”中对每个抓握进行测试和评估。我们介绍了使用不同对象的实验结果。

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