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Controlling the fold: proprioceptive feedback in a soft origami robot
Nathaniel Hanson1, Immanuel Ampomah Mensah1, Sonia F Roberts2
1Institute for Experiential Robotics, Northeastern University, Boston, MA, United States.
Frontiers in Robotics and AI
|June 5, 2024
Summary
This study showcases proprioceptive feedback control for soft origami robots using capacitive sensors. The research demonstrates precise position control for single and multi-robot systems without visual tracking, advancing soft robotics capabilities.
Area of Science:
- Robotics
- Soft Robotics
- Origami Engineering
Background:
- Soft robots offer advantages in dexterity and safety but often lack precise proprioceptive feedback for control.
- Origami-inspired robots, like the Kresling structure, provide unique actuation capabilities but require advanced sensing for closed-loop control.
- Capacitive sensing presents a promising, non-visual method for proprioception in compliant robotic systems.
Purpose of the Study:
- To demonstrate proprioceptive feedback control for a pneumatically actuated, Kresling-inspired origami robot.
- To develop and optimize capacitive sensors for accurate position estimation in soft robotic structures.
- To enable closed-loop control of both single-unit (1-DOF) and two-unit (2-DOF) soft origami robot systems.
Main Methods:
- Designing and fabricating a 3-D printed Kresling-inspired soft robot with integrated capacitive sensors.
- Utilizing a finite element approach to optimize capacitive electrode shapes for enhanced sensitivity across actuation ranges.
- Implementing discrete-time proportional-integral-derivative (PID) control algorithms for feedback-driven actuation.
- Testing control performance with static set points, dynamic stepping, and sinusoidal signal following.
Main Results:
- Achieved stable position control for a single Kresling robot with errors under 3 mm up to 10 mm contraction.
- Demonstrated two-degree-of-freedom control (extension and rotation) for a two-unit robot system with low error (1.7 mm and 6.1°).
- Validated the effectiveness of optimized capacitive sensors for proprioceptive state estimation in soft origami robots.
Conclusions:
- Closed-loop feedback position control is achievable in soft origami robots using capacitive sensing without external visual tracking.
- Optimized capacitive sensor design significantly improves control accuracy across the robot's actuation range.
- This work represents a significant advancement in proprioceptive feedback control for soft robotics, paving the way for more autonomous and capable soft machines.
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