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安全・リスク評価arXiv:2503.08316

ヒューリスティクスに基づく人間-ロボット協調作業の動的リスク評価

Dynamic Risk Assessment for Human-Robot Collaboration Using a Heuristics-based Approach

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人間と協働ロボットの距離や速度、頭の向きなどのシーン情報を非線形ヒューリスティック関数で危険指標に変換し、協調作業の動的リスクを客観的に評価する手法を提案した。

著者: Georgios Katranis, Frederik Plahl, Joachim Grimstadt, Ilshat Mamaev, Silvia Vock, Andrey Morozov

分類: cs.RO

原文アブストラクト

Human-robot collaboration (HRC) introduces significant safety challenges, particularly in protecting human operators working alongside collaborative robots (cobots). While current ISO standards emphasize risk assessment and hazard identification, these procedures are often insufficient for addressing the complexity of HRC environments, which involve numerous design factors and dynamic interactions. This publication presents a method for objective hazard analysis to support Dynamic Risk Assessment, extending beyond reliance on expert knowledge. The approach monitors scene parameters, such as the distance between human body parts and the cobot, as well as the cobot`s Cartesian velocity. Additionally, an anthropocentric parameter focusing on the orientation of the human head within the collaborative workspace is introduced. These parameters are transformed into hazard indicators using non-linear heuristic functions. The hazard indicators are then aggregated to estimate the total hazard level of a given scenario. The proposed method is evaluated using an industrial dataset that depicts various interactions between a human operator and a cobot.

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