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Related Experiment Video

Updated: Apr 11, 2026

Four-Dimensional Printing of Stimuli-Responsive Hydrogel-Based Soft Robots

Four-Dimensional Printing of Stimuli-Responsive Hydrogel-Based Soft Robots

Published on: January 13, 2023

Information processing via physical soft body.

Kohei Nakajima¹, Helmut Hauser², Tao Li³

¹The Hakubi Center for Advanced Research &Graduate School of Informatics, Kyoto University, 606-8501 Kyoto, Japan.

Scientific Reports

|May 28, 2015

Summary

This summary is machine-generated.

Soft machines

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Area of Science:

Robotics and Materials Science
Computational Science

Background:

Soft machines offer safety and resilience but exhibit complex, hard-to-control dynamics like nonlinearity and memory.
These complex dynamics in soft machines are typically viewed as disadvantages.

Purpose of the Study:

To demonstrate that the complex dynamics of soft machines can be leveraged as computational resources.
To explore the use of soft body dynamics for real-time computation and emulation of nonlinear systems.

Main Methods:

Utilizing the inherent body dynamics of a soft silicone arm to emulate nonlinear dynamical systems.
Employing benchmark tasks to assess the impact of nonlinearity and memory on computational performance.
Comparing the soft system's computational capabilities against standard machine learning techniques.

Main Results:

Nonlinearity and memory in soft body dynamics enhance computational performance on benchmark tasks.
The soft silicone arm successfully emulated desired nonlinear dynamical systems.
The study identified the operational range and limitations of this soft-bodied computational approach.

Conclusions:

The complex dynamics of soft machines, often seen as drawbacks, can be advantageous for computation.
Soft bodies can serve as effective, low-cost computational resources.
This research opens new avenues for integrating computation directly into the physical form of soft robots.