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Trajectories and keyframes for kinesthetic teaching: A human-robot interaction perspective

机译:动力学教学的轨迹和关键帧:人机互动观点

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Kinesthetic teaching is an approach to providing demonstrations to a robot in Learning from Demonstration whereby a human physically guides a robot to perform a skill. In the common usage of kinesthetic teaching, the robot's trajectory during a demonstration is recorded from start to end. In this paper we consider an alternative, keyframe demonstrations, in which the human provides a sparse set of consecutive keyframes that can be connected to perform the skill. We present a user-study (n = 34) comparing the two approaches and highlighting their complementary nature. The study also tests and shows the potential benefits of iterative and adaptive versions of keyframe demonstrations. Finally, we introduce a hybrid method that combines trajectories and keyframes in a single demonstration.
机译:Kinesthetic教学是一种向机器人提供示范,以便在演示中向机器人提供示范,其中人类物理地指导机器人进行技能。在Kinesthetic教学的常见使用中,机器人在演示期间的轨迹从开始结束记录。在本文中,我们考虑了一个替代的关键帧演示,其中人类提供了可以连接到执行技能的稀疏连续关键帧集。我们展示了一个用户研究(n = 34)比较了两种方法并突出了它们的互补性。该研究还测试并展示了迭代和自适应版本的关键帧演示的潜在好处。最后,我们介绍了一种混合方法,将轨迹和关键帧组合在一个演示中。

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