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BCI/ヒューマンロボットインタラクションarXiv:1707.06633

思考で動かす:コミュニケーション困難なユーザーのための移動型サービスロボットアシスタント

Acting Thoughts: Towards a Mobile Robotic Service Assistant for Users with Limited Communication Skills

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脳波インターフェース(BCI)を用いて、麻痺のあるユーザーが思考だけで移動型サービスロボットに指示を出し、物の運搬や人とのインタラクションを閉ループで実行できるフレームワークを開発し、実環境での有効性を示した。

著者: Felix Burget, Lukas Dominique Josef Fiederer, Daniel Kuhner, Martin Völker, Johannes Aldinger, Robin Tibor Schirrmeister, Chau Do, Joschka Boedecker, Bernhard Nebel, Tonio Ball, Wolfram Burgard

分類: cs.AI, cs.CV, cs.HC, cs.LG, cs.RO

原文アブストラクト

As autonomous service robots become more affordable and thus available also for the general public, there is a growing need for user friendly interfaces to control the robotic system. Currently available control modalities typically expect users to be able to express their desire through either touch, speech or gesture commands. While this requirement is fulfilled for the majority of users, paralyzed users may not be able to use such systems. In this paper, we present a novel framework, that allows these users to interact with a robotic service assistant in a closed-loop fashion, using only thoughts. The brain-computer interface (BCI) system is composed of several interacting components, i.e., non-invasive neuronal signal recording and decoding, high-level task planning, motion and manipulation planning as well as environment perception. In various experiments, we demonstrate its applicability and robustness in real world scenarios, considering fetch-and-carry tasks and tasks involving human-robot interaction. As our results demonstrate, our system is capable of adapting to frequent changes in the environment and reliably completing given tasks within a reasonable amount of time. Combined with high-level planning and autonomous robotic systems, interesting new perspectives open up for non-invasive BCI-based human-robot interactions.

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