Exploiting short-term memory in soft body dynamics as a computational resource
Not on the map. Why?
Abstract (arXiv)
Soft materials are not only highly deformable but they also possess rich and diverse body dynamics. Soft body dynamics exhibit a variety of properties, including nonlinearity, elasticity, and potentially infinitely many degrees of freedom. Here we demonstrate that such soft body dynamics can be employed to conduct certain types of computation. Using body dynamics generated from a soft silicone arm, we show that they can be exploited to emulate functions that require memory and to embed robust closed-loop control into the arm. Our results suggest that soft body dynamics have a short-term memory and can serve as a computational resource. This finding paves the way toward exploiting passive body dynamics for control of a large class of underactuated systems.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jun 2014.
Builds on
No reference list yet.
Built on by
Citing papers per year: 2022: 1; 2023: 2; 2024: 2; 2025: 2; 2026: 1.
8 papers.
- 2023A Survey on Reservoir Computing and its Interdisciplinary Applications Beyond Traditional Machine Learningcited by 22
- 2022Biological neurons act as generalization filters in reservoir computingcited by 12
- 2024An introduction to reservoir computingcited by 2
- 2025System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systemscited by 2
- 2025Multifunctional physical reservoir computing in soft tensegrity robotscited by 2
- 2023Information processing via human soft tissuecited by 0
- 2024Informational Embodiment: Computational role of information structure in codes and robotscited by 0
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computingcited by 0
- 2026OpenPRC: A Unified Open-Source Framework for Physics-to-Task Evaluation in Physical Reservoir Computing8 Apr 2026
- 2025Multifunctional physical reservoir computing in soft tensegrity robots29 Jul 2025
- 2025System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systems8 Mar 2025
- 2024An introduction to reservoir computing12 Dec 2024
- 2024Informational Embodiment: Computational role of information structure in codes and robots23 Aug 2024
- 2023A Survey on Reservoir Computing and its Interdisciplinary Applications Beyond Traditional Machine Learning27 Jul 2023
- 2023Information processing via human soft tissue17 May 2023
- 2022Biological neurons act as generalization filters in reservoir computing6 Oct 2022