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Automatic design algorithm of a robotic end-effector for a set of sheet-metal parts

机译:一组金属部件机器人末端效应器的自动设计算法

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摘要

Robotic end-effectors in automated production lines are specially designed and built for a unique task and for a particular part. An end-effector capable of grasping different parts with different geometries will expand its benefit and reduce costs. This work focuses on the grasp of sheet metal parts for the automotive industry. In order to maximize the use of a single end-effector, this paper proposes a search algorithm for a simple common grasp configuration. Such configuration imply for an end-effector design capable of grasping a set of sheet metal parts. The algorithm maps possible grasps which are candidate to be common. We define a novel quality measure estimating the distribution of the contacts across the sheet metal part. Candidate grasps which have a sufficient quality are mapped into high-dimensional feature vectors. These feature vectors parameterize the geometry of the polyhedron formed by the contacts locations and the direction of the surface normals relative to the polyhedron. Thereby, they describe the design of the end-effector compatible to the grasp. A database is generated for all possible grasps for each part in the feature vector space. A similarity join based on nearest-neighbor search and classification algorithm are used for intersecting all possible feature vectors over all sheet metal parts and finding common ones. Simulations of a 3-finger grasp on four meshed sheet metal parts resulted in a common grasp. Results of the simulations validate the feasibility of the proposed algorithm.
机译:自动化生产线中的机器人末端效应器专门设计和构建,用于独特的任务和特定部分。能够抓住具有不同几何形状的不同部件的末端效应器将扩大其益处并降低成本。这项工作侧重于汽车工业的钣金零件。为了最大限度地使用单个末端效应器,本文提出了一种简单的常用掌握配置的搜索算法。这种配置意味着能够抓住一组金属板部件的末端执行器设计。该算法映射可能的掌握,候选者是常见的。我们定义了一种新颖的质量措施,估计覆盖金属板部分的触点的分布。具有足够质量的候选格拉种子被映射到高维特征向量中。这些特征向量参数化由触点位置形成的多面体的几何形状,以及相对于多面体的表面法线的方向。因此,它们描述了与掌握兼容的末端效应器的设计。为特征矢量空间中的每个部分的所有可能的格拉斯生成数据库。基于最近邻的搜索和分类算法的相似关系用于与所有钣金部件上的所有可能的特征向量交联并找到常见的特征向量。在四个啮合金属板件上的3手指抓握的模拟导致普通掌握。仿真的结果验证了所提出的算法的可行性。

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