ErgoBot
Dynamische und ergonomische Adaption von Roboterbewegungen an den Menschen in Kollaborations-Szenarien durch maschinelles Lernen und Bewegungsanalyse.
Projektbereich: Intelligente vernetzte Systeme
Cluster: Neue Materialien und Produktionsprozesse
Unternehmensführung und -steuerung
X Intelligente vernetzte Systeme
Innovation in Lehr-/Lernprozessen
X Industrie 4.0 und die Digitalisierung der Lebensbereiche sowie ihre Auswirkungen
Auftraggeber/Mittelgeber: BMWI
Projektträger: AiF
Kooperationspartner: Artiminds
Projektkoordinator: DHBW, Artiminds
Projektleiter
Erzbergerstraße 121, Raum C551
- Telefon:
- +49.721.9735-924
- marcus.strand @dhbw-karlsruhe.de
Mitarbeiter
Erzbergerstraße 121, Raum D324
Erzbergerstraße 121, Raum D324
Projektlaufzeit: 01.11.2018-30.04.2020
Projektbeschreibung + Zielsetzung: Ziel dieses FuE-Projektes ist es, einen ersten Software-Prototypen zu entwickeln, der es ermöglicht, in Mensch-Roboter-Kollaboration die Roboter-Kinematiken dynamisch an die Bedürfnisse der Menschen zu adaptieren. Dabei sollen insbesondere die individuellen biomechanischen Eigenheiten, ergonomische und sicherheitstechnische Anforderungen, psychologische Komponenten sowie betriebswirtschafliche Zielgrößen berücksichtigt werden. Eine Optimierung soll mit Hilfe von Methoden maschinellen Lernens erfolgen und sowohl die einzelne Mensch-Maschine-Interaktion als auch die Produktion über den gesamten Tagesverlauf hinweg im Blick behalten. Dabei gilt es, eine geeignete Balance zwischen der Erwartbarkeit der Roboterbewegung und flexibler Adaption zu finden.
Zielgruppe: keine Angaben
Vorgehensweise/Methodik: keine Angaben
Status/Stadium des Projekts: geschlossen
Ansprechpartner: Prof. Dr. Marcus Strand
Publikationen
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(2024) : RoboGrind: Intuitive and Interactive Surface Treatment with Industrial Robots In: IEEE: 2024 IEEE International Conference on Robotics and Automation (ICRA): International Conference on Robotics and Automation (ICRA): Yokohama, Japan: 13-17 May 2024, S. 2140-2146
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(2024) : Tailored Robotics Lab Sessions - Accommodating Undergraduate Students with Diverse Skill: Session #1 Pedagocical aspects I, no.: 12: 15th International Conference on Robotics in Education - RiE 2024: Koblenz, Germany: April 10-12, 2024. University of Koblenz
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(2023) : Artificial Neural Network Guided Compensation of Nonlinear Payload and Wear Effects for Industrial Robots In: Xu, Xun; Vogel-Heuser, Birgit; Lu, Yuqian (Hg.): Editorial Proceedings of 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE): Automation for a Resilient Society: 2023 IEEE 19th International Conference on Automation Science and Engineering (CASE): Auckland, New Zealand: 26-30 August 2023. IEEE, S. 1-8. Online verfügbar unter https://ieeexplore.ieee.org/document/10260559
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(2023) : Application of Conformal Geometric Algebra in Robotics: DH-Parameters Extraction from Joint Axes Poses In: IAS Society: Proceedings of the 18th International Conference on Intelligent Autonomous Systems IAS-18: 18th International Conference on Intelligent Autonomous Systems IAS-18: Suwon, Korea: July 4 – 7, 2023. Korea Institute of Robotics and Technology Convergence
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(2023) : Autonomous Surface Grinding of wind turbine blades In: IAS Society: Proceedings of the 18th International Conference on Intelligent Autonomous Systems IAS-18: 18th International Conference on Intelligent Autonomous Systems IAS-18: Suwon, Korea: July 4 – 7, 2023. Korea Institute of Robotics and Technology Convergence
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(2023) : Autonomous Model-Based Inspection Planning for 3D Visual Coverage In: IAS Society: Proceedings of the 18th International Conference on Intelligent Autonomous Systems IAS-18: 18th International Conference on Intelligent Autonomous Systems IAS-18: Suwon, Korea: July 4 – 7, 2023. Korea Institute of Robotics and Technology Convergence
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(2022) : 46 - Dynamische und ergonomische Adaption von Roboterbewegungen an den Menschen durch Maschinelles Lernen In: Klärle, Martina; Reichardt, Dirk (Hg.): Book of Abstracts: DHBW AI Transfer Congress 2022: Heilbronn, Germany: Freitag, 23. September 2022. Cooperate State University Baden-Wuertemberg: Stuttgart: Dualen Hochschule
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(2022) : Kinematic calibration of a collaborative robot by a marker based optical measurement procedure In: IAS Society: Proceedings of the 17th International Conference on Intelligent Autonomous Systems IAS-17: 17th International Conference on Intelligent Autonomous Systems IAS-17: Zagreb, Croatia: June 13-16, 2022. University of Zagreb Faculty of Electrical Engineering and Computing
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(2022) : 48 - Learning and Transfer of movement gaits using reinforcement learning In: Klärle, Martina; Reichardt, Dirk (Hg.): Book of Abstracts: DHBW AI Transfer Congress 2022: Heilbronn, Germany: Freitag, 23. September 2022. Cooperate State University Baden-Wuertemberg: Stuttgart: Dualen Hochschule
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(2022) : 49 - RoboGrind – Hybride AI für die flexible und hochautomatisierte Oberflächenbearbeitung mit Robotern In: Klärle, Martina; Reichardt, Dirk (Hg.): Book of Abstracts: DHBW AI Transfer Congress 2022: Heilbronn, Germany: Freitag, 23. September 2022. Cooperate State University Baden-Wuertemberg: Stuttgart: Dualen Hochschule, S. 63-64
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(2022) : 50 - I believe I can fly In: Klärle, Martina; Reichardt, Dirk (Hg.): Book of Abstracts: DHBW AI Transfer Congress 2022: Heilbronn, Germany: Freitag, 23. September 2022. Cooperate State University Baden-Wuertemberg: Stuttgart: Dualen Hochschule, S. 65-66
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(2022) : 51 - KIRK: KI-basierte Roboterkalibrierung In: Klärle, Martina; Reichardt, Dirk (Hg.): Book of Abstracts: DHBW AI Transfer Congress 2022: Heilbronn, Germany: Freitag, 23. September 2022. Cooperate State University Baden-Wuertemberg: Stuttgart: Dualen Hochschule
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(2021) : Fusion Of Radar- And Lidar-Data For Object-Tracking-Applications At Feature Level In: IAS Society: Proceedings of the 16th International Conference on Intelligent Autonomous Systems IAS-16: 16th International Conference on Intelligent Autonomous Systems IAS-16: Singapore: 22-25 June 2021. National University of Singapore
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(2021) : A marker based optical measurement procedure to analyse robot arm movements and its application to improve accuracy of industrial robots In: IAS Society: Proceedings of the 16th International Conference on Intelligent Autonomous Systems IAS-16: 16th International Conference on Intelligent Autonomous Systems IAS-16: Singapore: 22-25 June 2021. National University of Singapore
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(2021) : Determination of posture comfort zones for robot-human handover tasks In: IAS Society: Proceedings of the 16th International Conference on Intelligent Autonomous Systems IAS-16: 16th International Conference on Intelligent Autonomous Systems IAS-16: Singapore: 22-25 June 2021. National University of Singapore
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(2021) : Learning and Transfer of movement gaits using reinforcement learning In: CLAWAR Association: CLAWAR 2021 conference proceedings: 24rd International Conference on Climbing and Walking Robots and the support Technologies for Mobile Machines (CLAWAR 2021): Takarazuka, Japan: 30 Aug - 1 Sep 2021. CLAWAR Association, Kwansei Gakuin University (KGU), Takarazuka, Japan: Springer (AISC Springer Series)
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(2019) : Classification of 3D structures based on an object detection for facade elements in multiple views during the reconstruction process In: IEEE: Proceedings of the IEEE Conference on Multisensor Fusion and Integration (MFI) 2019: 2019 IEEE International Conference on Industrial Cyber Physical Systems (ICPS 2019)): Taipeh, Taiwan: 6 – 9 May 2019. Institute of Electrical and Electronics Engineers, Inc.
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(2018) : Towards a Stair Climbing Robot System Based on a Re-configurable Linkage Mechanism. Proceedings of the 15th International Conference IAS-15 In: Strand, Marcus; Dillmann, Rüdiger; Menegatti, Emanuele; Ghidoni, Stefano (Hg.): Intelligent Autonomous Systems 15: Proceedings of the 15th International Conference IAS-15: Springer International Publishing (Advances in Intelligent Systems and Computing), S. 278-288
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(2018) : Simulation and Transfer of Reinforcement Learning Algorithms for Autonomous Obstacle Avoidance In: Strand, Marcus; Dillmann, Rüdiger; Menegatti, Emanuele; Ghidoni, Stefano (Hg.): Proceedings of the 15th International Conference IAS-15: 15th International Conference on Intelligent Autonomous Systems IAS-15: Baden-Baden, Germany: Cham: Springer (Advances in Intelligent Systems and Computing)
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(2018) : Which deep artificial neural network architecture to use for anomaly detection in Mobile Robots kinematic data? In: ML4CPS – Machine Learning for Cyber Physical Systems and Industry 4.0: Proceedings of the Conference Machine Learning for Cyber Physical Systems and Industry 4.0 ML4CPS Fraunhofer IOSB: 5th Conference on Machine Learning for Cyber Physical Systems: Karlsruhe: 2018. ML4CPS – Machine Learning for Cyber Physical Systems and Industry 4.0
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(2018) : Unsupervised Hump Detection for Mobile Robots Based on Kinematic Measurements and Deep-Learning Based Autoencoder In: Strand, Marcus; Dillmann, Rüdiger; Menegatti, Emanuele; Ghidoni, Stefano (Hg.): Proceedings of the 15th International Conference IAS-15: 15th International Conference on Intelligent Autonomous Systems IAS-15: Baden-Baden, Germany: Cham: Springer (Advances in Intelligent Systems and Computing)
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Strand, Marcus; Dillmann, Rüdiger; Menegatti, Emanuele; Ghidoni, Stefano (Hg.) (2018): Proceedings of the 15th International Conference IAS-15. 15th International Conference on Intelligent Autonomous Systems IAS-15. Baden-Baden, Germany. Cham: Springer (Advances in Intelligent Systems and Computing). Online verfügbar unter www.ias-15.org
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(2017) : I Believe I Can Fly—Gesture-Driven Quadrotor Control Based on a Fuzzy Control System In: Chen, Weidong; Hosoda, Koh; Menegatti, Emanuele; Shimizu, Masahiro; Wang, Hesheng (Hg.): Intelligent Autonomous Systems 14: Proceedings of the 14th International Conference IAS-14, 531: Cham: Springer International Publishing (Advances in Intelligent Systems and Computing), S. 177-184