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

机译:一组钣金零件的机器人末端执行器的自动设计算法

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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执行器是专门为特殊任务和特定零件设计和制造的。能够抓住具有不同几何形状的不同零件的末端执行器将扩大其优势并降低成本。这项工作着重于汽车行业钣金零件的掌握。为了最大程度地利用单个末端执行器,本文提出了一种用于简单的通用抓取配置的搜索算法。这种配置意味着能够抓紧一组钣金零件的末端执行器设计。该算法映射了可能的候选者,这些候选者是常见的。我们定义了一种新颖的质量度量,用于估计整个钣金零件上的触点分布。具有足够质量的候选抓图将映射到高维特征向量中。这些特征向量参数化了由接触位置和相对于多面体的表面法线方向形成的多面体的几何形状。因此,他们描述了与手柄兼容的末端执行器的设计。对于特征向量空间中每个部分的所有可能的抓取,将生成一个数据库。基于最近邻居搜索和分类算法的相似性联接用于在所有钣金零件上相交所有可能的特征向量并找到共同的特征向量。在四个网状钣金零件上进行三指抓取的模拟导致了相同的抓取。仿真结果验证了该算法的可行性。

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