Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
156 tokens/sec
GPT-4o
7 tokens/sec
Gemini 2.5 Pro Pro
45 tokens/sec
o3 Pro
4 tokens/sec
GPT-4.1 Pro
38 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

Kinematically Constrained Human-like Bimanual Robot-to-Human Handovers (2402.14525v1)

Published 22 Feb 2024 in cs.RO, cs.HC, and cs.LG

Abstract: Bimanual handovers are crucial for transferring large, deformable or delicate objects. This paper proposes a framework for generating kinematically constrained human-like bimanual robot motions to ensure seamless and natural robot-to-human object handovers. We use a Hidden Semi-Markov Model (HSMM) to reactively generate suitable response trajectories for a robot based on the observed human partner's motion. The trajectories are adapted with task space constraints to ensure accurate handovers. Results from a pilot study show that our approach is perceived as more human--like compared to a baseline Inverse Kinematics approach.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (22)
  1. “Progress and prospects of the human–robot collaboration” In Autonomous Robots 42 Springer, 2018, pp. 957–975
  2. Christoph Bartneck, Elizabeth Croft and Dana Kulic “Measurement instruments for the anthropomorphism, animacy, likeability, perceived intelligence, and perceived safety of robots” In International Journal of Social Robotics 1.1, 2009, pp. 71–81 DOI: 10.1007/s12369-008-0001-3
  3. “Convex Optimization” Cambridge University Press, Hardcover, 2004 URL: http://www.amazon.com/exec/obidos/redirect?tag=citeulike-20%5C&path=ASIN/0521833787
  4. “Learning collaborative manipulation tasks by demonstration using a haptic interface” In International Conference on Advanced Robotics (ICAR), 2009
  5. “CVXPY: A Python-Embedded Modeling Language for Convex Optimization” In J. Mach. Learn. Res. 17.1 JMLR.org, 2016, pp. 2909–2913
  6. “Teaching physical collaborative tasks: object-lifting case study with a humanoid” In IEEE-RAS International Conference on Humanoid Robots (HUMANOIDS), 2009
  7. Franka Emika GmbH “Franka Emika User Handbook” Franka Emika GmbH
  8. “Bidirectional human–robot bimanual handover of big planar object with vertical posture” In IEEE Transactions on Automation Science and Engineering 19.2 IEEE, 2021, pp. 1180–1191
  9. “DMP-Based Reactive Robot-to-Human Handover in Perturbed Scenarios” In International Journal of Social Robotics 15.2 Springer, 2023, pp. 233–248
  10. Alap Kshirsagar, Hadas Kress-Gazit and Guy Hoffman “Specifying and synthesizing human-robot handovers” In 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019, pp. 5930–5936 IEEE
  11. “Timing-specified controllers with feedback for human-robot handovers” In 2022 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022, pp. 1313–1320 IEEE
  12. Kim Tae Kyun “T test as a parametric statistic” In kja 68.6, 2015, pp. 540–546 DOI: 10.4097/kjae.2015.68.6.540
  13. “A human-inspired controller for fluid human-robot handovers” In 2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids), 2016, pp. 324–331 IEEE
  14. “Basics of Robotics: Theory and Components of Manipulators and Robots” Berlin, Heidelberg: Springer-Verlag, 1999
  15. Kevin Murphy “Hidden semi-Markov models (HSMMs)”, 2002
  16. “Object handovers: a review for robotics” In IEEE Transactions on Robotics 37.6 IEEE, 2021, pp. 1855–1873
  17. Salih Ertug Ovur and Yiannis Demiris “Naturalistic robot-to-human bimanual handover in complex environments through multi-sensor fusion” In IEEE Transactions on Automation Science and Engineering IEEE, 2023
  18. Lawrence R. Rabiner “A tutorial on hidden Markov models and selected applications in speech recognition” In Proceedings of the IEEE 77.2 IEEE, 1989, pp. 257–286 DOI: 10.1109/5.18626
  19. “Robot Controllers, Gaze Behaviors and Human Motion Datasets for Object Handovers” Accessed: 2023-03-06, http://web.archive.org/web/20080207010024/http://www.808multimedia.com/winnt/kernel.htm
  20. Sofia Ruiz-Suarez, Vianey Leos-Barajas and Juan Manuel Morales “Hidden Markov and semi-Markov models: When and why are these models useful for classifying states in time series data?” arXiv, 2021 DOI: 10.48550/ARXIV.2105.11490
  21. “Toward seamless human-robot handovers” In Journal of Human-Robot Interaction 2.1 Journal of Human-Robot Interaction Steering Committee, 2013, pp. 112–132
  22. Shun-Zheng Yu “Hidden semi-Markov models” In Artificial Intelligence 174.2, 2010, pp. 215–243 DOI: 10.1016/j.artint.2009.11.011

Summary

We haven't generated a summary for this paper yet.

X Twitter Logo Streamline Icon: https://streamlinehq.com

Tweets