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物理的ヒューマンロボットインタラクションarXiv:2304.12288

協調物体操作におけるロボットの主導権:人-人物理インタラクションからの学び

Robots Taking Initiative in Collaborative Object Manipulation: Lessons from Physical Human-Human Interaction

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人同士の協調物体操作における力信号を介した意図伝達を分析し、人間の意図を予測する新特徴量とリアルタイム意図分類器を提案した。

著者: Zhanibek Rysbek, Ki Hwan Oh, Afagh Mehri Shervedani, Timotej Klemencic, Milos Zefran, Barbara Di Eugenio

分類: cs.RO

原文アブストラクト

Physical Human-Human Interaction (pHHI) involves the use of multiple sensory modalities. Studies of communication through spoken utterances and gestures are well established, but communication through force signals is not well understood. In this paper, we focus on investigating the mechanisms employed by humans during the negotiation through force signals, and how the robot can communicate task goals, comprehend human intent, and take the lead as needed. To achieve this, we formulate a task that requires active force communication and propose a taxonomy that extends existing literature. Also, we conducted a study to observe how humans behave during collaborative manipulation tasks. An important contribution of this work is the novel features based on force-kinematic signals that demonstrate predictive power to recognize symbolic human intent. Further, we show the feasibility of developing a real-time intent classifier based on the novel features and speculate the role it plays in high-level robot controllers for physical Human-Robot Interaction (pHRI). This work provides important steps to achieve more human-like fluid interaction in physical co-manipulation tasks that are applicable and not limited to humanoid, assistive robots, and human-in-the-loop automation.

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