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A survey of unknown object grasping and our fast grasping algorithm-C shape grasping

机译:掌握未知对象和快速掌握算法-C形抓的调查

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Grasping of unknown objects with neither appearance data nor object models given in advance is very important for robots that work in an unfamiliar environment. In recent years, extensive research has been conducted in the domain of unknown object grasping and many successful grasping algorithms for unknown objects are created. However, So far there is not a very general fast grasping algorithm suits various kinds of unknown objects. Therefore, choice among different grasping algorithms becomes necessary for users. In order to make it more convenient for users to quickly understand and choose a suitable grasping algorithm, a survey about the latest research results of unknown object grasping is made in this paper. We compared different grasping algorithms with each other and obtained a table to clearly show the result of comparison. The comparison could give researchers meaningful information in order to quickly pick a grasping approach with their requirements. Meanwhile, we briefly showed our latest fast grasping algorithm which employs only a partial point cloud of the target object as input, and the grasping algorithm can quickly work out a suitable grasp for most objects within 2 seconds on a common personal computer. Simulations are used to examine the performance of our algorithm and successful results are obtained.
机译:掌握未知对象与外观数据和预先给出的对象模型,对于在不熟悉的环境中工作的机器人来说非常重要。近年来,在掌握未知对象的域中进行了广泛的研究,并创建了许多成功的掌握算法。但是,到目前为止,没有一个非常普遍的快速抓握算法适合各种未知的物体。因此,对用户的不同抓握算法之间的选择变得必需。为了使用户更方便地快速理解并选择合适的掌握算法,本文制定了关于未知物体抓的最新研究结果的调查。我们与彼此进行了比较了不同的抓握算法,并获得了表格以清楚地显示比较结果。比较可以为研究人员提供有意义的信息,以便快速挑选掌握方法。同时,我们简要展示了我们的最新快速抓握算法,该算法仅使用目标对象的部分点云作为输入,并且掌握算法可以在通用个人计算机上在2秒内快速解决大多数物体的适当掌握。模拟用于检查我们的算法性能和获得成功结果。

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