Neural network modeling and single-neuron proportional–integral–derivative control for hysteresis in piezoelectric actuators

A new polynomial fitting model based on a neural network is presented to characterize the hysteresis in piezoelectric actuators. As hysteresis is multi-valued mapping, and traditional neural networks can only solve one-to-one mapping, a hysteresis mathematical model is proposed to expand the input o...

Full description

Bibliographic Details
Main Authors: Yuen Liang, Suan Xu, Kaixing Hong, Guirong Wang, Tao Zeng
Format: Article
Language:English
Published: SAGE Publishing 2019-11-01
Series:Measurement + Control
Online Access:https://doi.org/10.1177/0020294019866846