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Modeling and inverse feedforward control for conducting polymer actuators with hysteresis
- Source :
- Smart Materials and Structures. 23:025015
- Publication Year :
- 2013
- Publisher :
- IOP Publishing, 2013.
-
Abstract
- Conducting polymer actuators are biocompatible with a small footprint, and operate in air or liquid media under low actuation voltages. This makes them excellent actuators for macroand micro-manipulation devices, however, their positioning ability or accuracy is adversely affected by their hysteresis non-linearity under open-loop control strategies. In this paper, we establish a hysteresis model for conducting polymer actuators, based on a rate-independent hysteresis model known as the Duhem model. The hysteresis model is experimentally identified and integrated with the linear dynamics of the actuator. This combined model is inverted to control the displacement of the tri-layer actuators considered in this study, without using any external feedback. The inversion requires an inverse hysteresis model which was experimentally identified using an inverse neural network model. Experimental results show that the position tracking errors are reduced by more than 50% when the hysteresis inverse model is incorporated into an inversion-based feedforward controller, indicating the potential of the proposed method in enabling wider use of such smart actuators.
- Subjects :
- Conductive polymer
Materials science
Artificial neural network
Small footprint
System identification
Feed forward
Inverse
Condensed Matter Physics
Atomic and Molecular Physics, and Optics
Computer Science::Robotics
Mechanics of Materials
Control theory
Signal Processing
General Materials Science
Electrical and Electronic Engineering
Actuator
Civil and Structural Engineering
Voltage
Subjects
Details
- ISSN :
- 1361665X and 09641726
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- Smart Materials and Structures
- Accession number :
- edsair.doi...........02da2023d99c875dceea329b581fc9af
- Full Text :
- https://doi.org/10.1088/0964-1726/23/2/025015