학술논문

Towards Sensorless Soft Robotics: Self-Sensing Stiffness Control of Dielectric Elastomer Actuators
Document Type
Periodical
Source
IEEE Transactions on Robotics IEEE Trans. Robot. Robotics, IEEE Transactions on. 36(1):174-188 Feb, 2020
Subject
Robotics and Control Systems
Computing and Processing
Components, Circuits, Devices and Systems
Robot sensing systems
Force
Integrated circuits
Actuators
Strain
Transducers
Dielectric elastomer (DE)
intelligent actuators
interaction control (IC)
self-sensing
sensorless control
soft robotics
stiffness control (SC)
Language
ISSN
1552-3098
1941-0468
Abstract
In this article, we present a sensorless stiffness control (SC) architecture for a soft dielectric elastomer (DE) membrane actuator. The method relies on a self-sensing algorithm that exploits measurements of electrical quantities (i.e., membrane voltage and current) to perform a real-time estimation of DE displacement and force. By combining self-sensing feedback with a SC algorithm, active shaping of the membrane force-displacement response is achieved without introducing additional electro-mechanical sensors in the system, thus, making it possible to design compact, lightweight, and low-cost DE robotic systems. A description of the novel self-sensing scheme is initially performed. To cope with the strong system nonlinearity, a robust design method to synthesize a SC law is subsequently proposed. An extensive experimental campaign is, then, carried out, with the goal of evaluating the performance of both sensor-based and sensorless SC. Quantitative accuracy of both control architectures is finally assessed and compared.