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Evolution of Material Properties and Gripping Strategy in Soft Robotic Jamming Devices

Published: 01 August 2024 Publication History

Abstract

We consider the problem of design of granular materials for optimal gripping behaviour in soft robotic devices. This represents a highly challenging multi-dimensional design problem, requiring consideration of material, geometry and control strategies. Our system consists of a bag gripper composed of a flexible balloon attached to a vacuum pump, filled with granular material of non-spherical particles. At atmospheric pressure the bag is soft, flexible and deforms around a target object. When the vacuum is then applied, the granular material within the gripper densifies, freezing into a rigid shape and gripping the target object. The morphology of the particles within the granular material play a crucial role in determining the dynamics of the gripping behaviour and the overall performance of the gripper in terms of its interaction with the target object and the strength of the grip (quantified as the pull off force). In this work we consider both a real world physical gripper and a corresponding computational model (based on the Discrete Element Method), and employ NSGA-III to optimise the design of both the complex structure of the granular material within the gripper and also an optimal gripping strategy to achieve maximum gripping performance for multiple fitness criteria.

References

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Eric Brown, Nicholas Rodenberg, John Amend, Annan Mozeika, Erik Steltz, Mitchell R Zakin, Hod Lipson, and Heinrich M Jaeger. 2010. Universal robotic gripper based on the jamming of granular material. Proceedings of the National Academy of Sciences 107, 44 (2010), 18809--18814.
[2]
Nadia G Cheng, Maxim B Lobovsky, Steven J Keating, Adam M Setapen, Katy I Gero, Anette E Hosoi, and Karl D Iagnemma. 2012. Design and analysis of a robust, low-cost, highly articulated manipulator enabled by jamming of granular media. In 2012 IEEE International Conference on Robotics and Automation. IEEE, 4328--4333.
[3]
Paul W. Cleary. 2004. Large Scale Industrial DEM Modelling. Engineering Computations 21, 2/3/4 (2004), 169 -- 204.
[4]
G. W. Delaney and P. W. Cleary. 2010. The Packing Properties of Superellipsoids. EPL (Europhysics Letters) 89, 3 (Feb. 2010), 34002.
[5]
Gary W. Delaney, James E. Hilton, and Paul W. Cleary. 2011. Defining Random Loose Packing for Nonspherical Grains. Physical Review E 83, 5 (May 2011), 051305.
[6]
Seth G Fitzgerald, Gary W Delaney, and David Howard. 2020. A Review of Jamming Actuation in Soft Robotics. In Actuators, Vol. 9. Multidisciplinary Digital Publishing Institute, 104.
[7]
Seth G Fitzgerald, Gary W Delaney, David Howard, and Frederic Maire. 2021. Evolving soft robotic jamming grippers. In Proceedings of the Genetic and Evolutionary Computation Conference. 102--110.
[8]
Seth G Fitzgerald, Gary W Delaney, David Howard, and Frederic Maire. 2022. Evolving polydisperse soft robotic jamming grippers. In Proceedings of the Genetic and Evolutionary Computation Conference Companion. 707--710.
[9]
DP Hardin and EB Saff. 2005. Minimal Riesz energy point configurations for rectifiable d-dimensional manifolds. Advances in Mathematics 193, 1 (2005), 174--204.

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cover image ACM Conferences
GECCO '24 Companion: Proceedings of the Genetic and Evolutionary Computation Conference Companion
July 2024
2187 pages
ISBN:9798400704956
DOI:10.1145/3638530
Permission to make digital or hard copies of all or part 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(s).

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Association for Computing Machinery

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Publication History

Published: 01 August 2024

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Author Tags

  1. evolutionary robotics
  2. granular materials
  3. soft robotics
  4. NSGA-III
  5. multi-objective optimization
  6. discrete element method
  7. computational modelling

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