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安全・信頼性arXiv:1404.2229

ヒューマン・イン・ザ・ループ型ロボティクスの安全性に向けて:ロボット協働者の安全保証における課題と機会

Towards the Safety of Human-in-the-Loop Robotics: Challenges and Opportunities for Safety Assurance of Robotic Co-Workers

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人間と協働する学習型ロボットの安全保証について、現行技術・標準・新手法の必要性を整理し、見まね学習への安全設計の統合と人間中心の信頼構築の方向性を論じたサーベイ的議論。

著者: Kerstin Eder, Chris Harper, Ute Leonards

分類: cs.RO, cs.LG

原文アブストラクト

The success of the human-robot co-worker team in a flexible manufacturing environment where robots learn from demonstration heavily relies on the correct and safe operation of the robot. How this can be achieved is a challenge that requires addressing both technical as well as human-centric research questions. In this paper we discuss the state of the art in safety assurance, existing as well as emerging standards in this area, and the need for new approaches to safety assurance in the context of learning machines. We then focus on robotic learning from demonstration, the challenges these techniques pose to safety assurance and indicate opportunities to integrate safety considerations into algorithms "by design". Finally, from a human-centric perspective, we stipulate that, to achieve high levels of safety and ultimately trust, the robotic co-worker must meet the innate expectations of the humans it works with. It is our aim to stimulate a discussion focused on the safety aspects of human-in-the-loop robotics, and to foster multidisciplinary collaboration to address the research challenges identified.

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