Hysteresis is a natural phenomenon that widely exists in structural and mechanical systems.
The characteristics of structural hysteretic behaviors are complicated. Therefore, numerous …

This paper proposes a digital twin-based multi-element hybrid simulation (DMHS)
framework to predict the nonlinear cyclic response of structural components (digital twin), eg …

High-bandwidth nano-positioning stages (NPSs) have boosted the advancement of modern
ultra-precise, ultra-fast measurement and manufacturing technologies owing to their fast …

Nanopositioning systems driven by piezoelectric actuators are widely used in different fields.
However, the hysteresis phenomenon is a major factor in reducing the positioning accuracy …

Least-square support vector machines (LSSVM) have been strongly moving from
preliminary theoretical investigations into practical industrial applications. Successfully …

Nanopositioning technology is widely used in high-resolution applications. It often uses
piezoelectric actuators due to their superior characteristics. However, piezoelectric actuators …

The nonlinear hysteresis phenomenon can occur in piezoelectric-driven nanopositioning
systems and can lead to reduced positioning accuracy or result in a serious deterioration of …

This paper presents a new data-driven model of length-pressure hysteresis of pneumatic
artificial muscles (PAMs) based on Gaussian mixture models (GMMs). By ignoring the high …

This paper proposes a data-driven statistical learning method to identify the force-pressure
hysteresis of a pneumatic end-effector based on Gaussian process regression (GPR). Given …

Piezo-actuated flexure-based systems are widely used in applications with high accuracy
requirements, but the intrinsic hysteresis has a detrimental effect on the performance which …