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DARKO-Nav: Hierarchical Risk and Context-Aware Robot Navigation in Complex Intralogistic Environments
Research Center “E. Piaggio”, Department of Information Engineering, University of Pisa, Pisa, Italy.
Corporate Sector Research and Advance Engineering, Robert Bosch GmbH, Gerlingen, Germany.
Corporate Sector Research and Advance Engineering, Robert Bosch GmbH, Gerlingen, Germany.
Research Center “E. Piaggio”, Department of Information Engineering, University of Pisa, Pisa, Italy.
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2025 (English)In: European Robotics Forum 2025: Boosting the Synergies between Robotics and AI for a Stronger Europe / [ed] Marco Huber; Alexander Verl; Werner Kraus, Springer, 2025, Vol. 36, p. 155-161Conference paper, Published paper (Refereed)
Abstract [en]

We propose a flexible hierarchical navigation stack for a mobile robot in complex dynamic environments. Addressing the growing need for reliable navigation in real-world scenarios, where dynamic agents and environmental uncertainties pose significant challenges, our solution decomposes this complexity into task planning, navigation, control, and safe velocity components. In contrast to the prior art, our system at every level incorporates diverse contextual information about the environment, anticipates navigation risks and proactively avoids collisions with dynamic agents.

Place, publisher, year, edition, pages
Springer, 2025. Vol. 36, p. 155-161
Series
Springer Proceedings in Advanced Robotics (SPAR), ISSN 2511-1256, E-ISSN 2511-1264 ; Vol. 36
Keywords [en]
navigation in dynamic environments, risk-aware path planning, predictive collision avoidance, intralogistics
National Category
Computer Sciences
Identifiers
URN: urn:nbn:se:oru:diva-123553DOI: 10.1007/978-3-031-89471-8_24ISI: 001553155000024ISBN: 9783031895746 (print)ISBN: 9783031894701 (print)ISBN: 9783031894718 (electronic)OAI: oai:DiVA.org:oru-123553DiVA, id: diva2:1996618
Conference
16th European Robotics Forum-ERF-Annual, Stuttgart, Germany, March 25-27, 2025
Funder
EU, Horizon 2020, 101017274 (DARKO)Available from: 2025-09-10 Created: 2025-09-10 Last updated: 2025-09-10Bibliographically approved

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Zhu, YufeiCastellano-Quero, ManuelMagnusson, MartinLilienthal, Achim J.

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