Typically, the current and speed loop closure of servo motor of the parallel platform is
accomplished with incremental PI regulation. The control method has strong robustness, but …

Piezoelectric stage has become promising actuator for wide applications of micro-/nano-
positioning systems represented mathematically with Bouc–Wen hysteresis model to …

In aquaculture, dissolved oxygen (DO) content is critical to the growth and development of
aquatic products, and it must be precisely controlled. Based on the theory of microporous …

This study aimed to investigate the application of radial basis function (RBF) and multilayer
perceptron (MLP) artificial neural networks for modeling hydrogen production by co …

The hysteresis of the piezoelectric actuator exhibits obvious rate dependence, especially in
fast scanning or tracking. This article proposes an adaptive hysteresis compensation method …

Islanded microgrids, powered by renewable energy sources, offer a sustainable electricity
solution for remote areas. However, maintaining frequency stability in these systems …

This paper proposes a feedforward and feedback combined hysteresis compensation
method for a piezoelectric actuator (PEA) based on the multi-layer feedforward neural …

In this article, we propose a trajectory tracking control method for piezoelectric actuators
(PEAs) based on long short-term memory neural network (LSTM-NN). Different from …

Piezoelectric actuators (PEA) are devices that are used for nano-microdisplacement due to
their high precision, but one of the major issues is the non-linearity phenomena caused by …

In recent years, machine learning (ML) has received growing attention and it has been used
in a wide range of applications. However, the ML application in renewable energies systems …