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The Paths We Pick Together: A Behavioral Dynamics Algorithm for an HRI Pick-and-Place Task

Published: 01 March 2018 Publication History

Abstract

Behavioral dynamics models provide an observationally grounded basis for HRI algorithms and provide another tool for creating robust, natural, and interpretable HRI systems. Here, an HRI pick-and-place algorithm was implemented based on a behavioral dynamics model of human decision-making dynamics in an interpersonal pick-and-place task. Participants were able to complete the HRI pick-and-place task, we provide comparisons to HHI pick-and-place results.

References

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M. J. Richardson et al., 'Self-organized complementary joint action: Behavioral dynamics of an interpersonal collision-avoidance task.,' Journal of Experimental Psychology: Human Perception and Performance, vol. 41, no. 3, p. 665, 2015.
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S. M. Lopresti-Goodman, M. T. Turvey, and T. D. Frank, 'Behavioral dynamics of the affordance 'graspable,'' Attention, Perception, & Psychophysics, vol. 73, no. 6, pp. 1948--1965, 2011.
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W. H. Warren and B. R. Fajen, 'Behavioral Dynamics of Visually Guided Locomotion,' in Coordination: Neural, Behavioral and Social Dynamics, A. Fuchs and V. K. Jirsa, Eds. Springer Berlin Heidelberg, 2008, pp. 45--75.
[4]
M. Lamb, R. W. Kallen, S. J. Harrison, M. Di Bernardo, A. Minai, and M. J. Richardson, 'To Pass or Not to Pass: Modeling the Movement and Affordance Dynamics of a Pick and Place Task,' Front Psychol, vol. 8, Jun. 2017.
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A. J. Ijspeert, J. Nakanishi, H. Hoffmann, P. Pastor, and S. Schaal, 'Dynamical movement primitives: learning attractor models for motor behaviors,' Neural computation, vol. 25, no. 2, pp. 328--373, 2013.
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M. Lamb, T. Lorenz, S. J. Harrison, R. W. Kallen, and M. J. Richardson, 'Behavioral Dynamics and Action Selection During a Joint-Action Pick and Place Task,' in Proceedings of the 39th Annual Conference of the Cognitive Science Society, London, UK, 2017.

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  1. The Paths We Pick Together: A Behavioral Dynamics Algorithm for an HRI Pick-and-Place Task

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      cover image ACM Conferences
      HRI '18: Companion of the 2018 ACM/IEEE International Conference on Human-Robot Interaction
      March 2018
      431 pages
      ISBN:9781450356152
      DOI:10.1145/3173386
      Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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      Published: 01 March 2018

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      Author Tags

      1. behavioral dynamics
      2. human-robot interaction
      3. pick-and-place

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      HRI '18 Paper Acceptance Rate 49 of 206 submissions, 24%;
      Overall Acceptance Rate 192 of 519 submissions, 37%

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