[HTML][HTML] From model-driven to data-driven: A review of hysteresis modeling in structural and mechanical systems

T Wang, M Noori, WA Altabey, Z Wu, R Ghiasi… - … Systems and Signal …, 2023 - Elsevier
Hysteresis is a natural phenomenon that widely exists in structural and mechanical systems.
The characteristics of structural hysteretic behaviors are complicated. Therefore, numerous …

A state-of-the-art on smart materials actuators over the last decade: Control aspects for diverse applications

XP Do, SB Choi - Smart Materials and Structures, 2022 - iopscience.iop.org
A comprehensive review of smart materials actuators is presented from control aspects for
various applications. The smart materials actuators considered in this work are actively …

Neural network based iterative learning control for magnetic shape memory alloy actuator with iteration-dependent uncertainties

Y Yu, C Zhang, W Cao, X Huang, X Zhang… - Mechanical Systems and …, 2023 - Elsevier
The magnetic shape memory alloy based actuator (MSMA-BA) is an indispensable
component mechanism for high-precision positioning systems as it possesses the …

Neural-network-based iterative learning control for hysteresis in a magnetic shape memory alloy actuator

Y Yu, C Zhang, Y Wang, M Zhou - IEEE/ASME Transactions on …, 2021 - ieeexplore.ieee.org
The typical characteristic of a magnetic shape memory alloy (MSMA)-based actuator is rate-
dependent and stress-dependent hysteresis. In addition, the hysteresis in an MSMA-based …

Modeling and compensation of asymmetric rate-dependent hysteresis of a miniature pneumatic artificial muscle-based catheter

S Shakiba, M Ourak, E Vander Poorten, M Ayati… - … Systems and Signal …, 2021 - Elsevier
Hysteresis phenomenon limits the effective use of pneumatic artificial muscles in numerous
driving applications. Experimental results show widening hysteresis loops and lowering …

Takagi–Sugeno fuzzy neural network hysteresis modeling for magnetic shape memory alloy actuator based on modified bacteria foraging algorithm

C Zhang, Y Yu, Y Wang, M Zhou - International Journal of Fuzzy Systems, 2020 - Springer
The magnetic shape memory alloy (MSMA)-based actuator, as a new type of actuator, has a
great application prospect in the micro-precision positioning field. However, the input-to …

Chaotic neural network-based hysteresis modeling with dynamic operator for magnetic shape memory alloy actuator

C Zhang, Y Yu, Y Wang, Z Han… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The magnetic shape memory alloy (MSMA) is a new family of smart materials, which exhibits
great strain deformation and high energy density. Based on these properties, the MSMA has …

Robust sliding mode position control of a fast response SMA-actuated rotary actuator using temperature and strain feedback

MH Moghadam, MR Zakerzadeh, M Ayati - Sensors and Actuators A …, 2019 - Elsevier
Abstract Shape Memory Alloys (SMAs) have a wide variety of applications due to their
interesting property called Shape Memory Effect (SME). When the temperature of SMA …

Neural network adaptive control of magnetic shape memory alloy actuator with time delay based on composite NARMAX model

Y Yu, C Zhang, E Wang, M Zhou - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Magnetic shape memory alloy (MSMA) based actuator plays an important role in the field of
micro and nano-fabrication due to its large stroke. However, the inherent hysteresis of …

Adaptive predictive control of a novel shape memory alloy rod actuator

SF Hoseini… - Proceedings of the …, 2021 - journals.sagepub.com
Shape memory alloys are among the highly applicable smart materials that have recently
appealed to scientists from various fields of study. In this article, a novel shape memory alloy …