An explainable neural network integrating Jiles-Atherton and nonlinear auto-regressive exogenous models for modeling universal hysteresis

L Ni, J Chen, G Chen, D Zhao, G Wang… - … Applications of Artificial …, 2024 - Elsevier
The inherent nonlinear and memory-dependent input-output characteristics of piezoelectric
actuators pose challenges to the precision of piezoelectric positioning systems. In order to …

A hybrid constrained coral reefs optimization algorithm with machine learning for optimizing multi-reservoir systems operation

M Emami, S Nazif, SF Mousavi, H Karami… - Journal of …, 2021 - Elsevier
The continuous growing demand for water, prolonged periods of drought, and climatic
uncertainties attributed mainly to climate change mean surface water reservoirs more than …

Modeling of hysteretic response of porous piezo/ferroelectric ceramics

RS Stirbu, L Mitoseriu - Computational Materials Science, 2024 - Elsevier
The hysteretic character of the electromechanic coupling in porous piezoeceramics is a
fundamental issue to be investigated in order to design porous materials with enhanced …

Addressing unequal area facility layout problems with the coral reef optimization algorithm with substrate layers

L García-Hernández, JA Garcia-Hernandez… - … Applications of Artificial …, 2020 - Elsevier
Abstract The Unequal Area Facility Layout Problem (UA-FLP) is a relevant task in industrial
manufacturing, in which the disposition of a number of facilities (or departments) in a …

Prandtl-Ishlinskii modeling for giant magnetostrictive actuator based on internal time-delay recurrent neural network

Y Wang, R Xu, M Zhou - IEEE Transactions on Magnetics, 2018 - ieeexplore.ieee.org
Giant magnetostrictive actuator (GMA) becomes more promising in precision positioning,
sophisticated manufacturing, and microelectronic system, because of the excellent …

Self-sensing magnetostrictive actuator based on ΔE effect: Design, theoretical modeling and experiment

D Xie, Y Yang, B Yang - Smart Materials and Structures, 2022 - iopscience.iop.org
Giant magnetostrictive material (GMM) has the smart potential to be integrated as a self-
sensing actuator. This paper presents a novel self-sensing giant magnetostrictive actuator …

Magnetostrictive tactile sensor array for force and stiffness detection

L Weng, G Xie, B Zhang, W Huang, B Wang… - Journal of Magnetism …, 2020 - Elsevier
The sense of touch, also known as tactile perception, enables enhanced ambient
environment awareness for modern robots. Fe-Ga alloys have demonstrated great potential …

Dynamic modeling and disturbance rejection compensation for hysteresis nonlinearity of high voltage piezoelectric stack actuators

W Li, K Liu, Z Yang, W Wang - Smart Materials and Structures, 2022 - iopscience.iop.org
High voltage piezoelectric stack actuators (HVPSA) are widely used in the field of active
vibration control of engineering structures due to their strong load capacity, fast response …

Measurement and analysis of an optimized Jiles–Atherton model considering the influence of temperature applied in magnetic shielding devices

J Sun, J Ren, W Zhou - Journal of Physics D: Applied Physics, 2023 - iopscience.iop.org
Magnetic shielding devices work at different temperatures due to the influence of gas
chamber and environmental temperature in the application of ultra-highly sensitive spin …

Improved PI hysteresis model with one-sided dead-zone operator for soft joint actuator

M Xu, L Su, S Chen - Sensors and Actuators A: Physical, 2023 - Elsevier
Hysteresis is the inherent characteristic of soft actuator, which seriously weakens its closed-
loop control accuracy and applications in soft grippers, medical equipments and detection …