Tracking Control of a Magnetic Shape Memory Actuator Using an Inverse Preisach Model with Modified Fuzzy Sliding Mode
Jhih-Hong Lin1, Mao-Hsiung Chiang2
1Department of Engineering Science and Ocean Engineering, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 106, Taiwan. d98525020@ntu.edu.tw.
Magnetic shape memory (MSM) actuators offer high performance but suffer from hysteresis. This study models and compensates for MSM actuator hysteresis using Preisach and fuzzy sliding mode control, achieving precise micrometer-level path tracking.
Area of Science:
- Materials Science
- Control Systems Engineering
- Robotics
Background:
- Magnetic shape memory (MSM) alloys exhibit large strains (up to 12%) and high frequencies (1-2 kHz), enabling high-performance electromagnetic actuation.
- MSM actuators are promising for various applications, but their control is hindered by significant non-linear hysteresis.
- Effective control strategies are needed to overcome hysteresis and realize the full potential of MSM actuators.
Purpose of the Study:
- To model the non-linear hysteresis behavior of MSM actuators.
- To develop a control strategy for linearizing hysteresis and achieving precise path tracking.
- To validate the proposed control approach through experimental verification.
Main Methods:
- Utilized the Preisach model to capture and represent the hysteresis characteristics of the MSM actuator based on experimental data.
- Implemented an inverse Preisach model as a feedforward compensator to counteract hysteresis non-linearity.
- Combined the hysteresis compensator with a modified fuzzy sliding mode control (MFSMC) for path tracking control.
Main Results:
- Successfully modeled the hysteresis of the MSM actuator using the Preisach model.
- The inverse Preisach model effectively linearized the hysteresis non-linearity.
- The integrated control strategy achieved highly accurate path tracking with errors in the order of micrometers.
Conclusions:
- The Preisach model accurately captures MSM actuator hysteresis.
- Feedforward compensation using the inverse Preisach model linearizes hysteresis.
- The combined control strategy, including MFSMC, enables precise micrometer-level path tracking for MSM actuators.
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