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Marko Kauppinen, Juha Röning : Control issues and recent solutions for voltage controlled piezoelectric elements utilizing artificial neural networks.
In this work, we will cover some of the control issues, related especially to piezoelectric actuation in nanomanipulation tasks. We will also take a look at ...
Control issues and recent solutions for voltage controlled piezoelectric elements utilizing artificial neural networks · Neural Network Self-Tuning Control for a ...
Jun 5, 2024 · In this study, we propose an ANN-based IFTSMC controller to address this issue and to enhance the precision and reliability of PEA positioning systems.
Control Issues and Recent Solutions for Voltage Controlled Piezoelectric Elements Utilizing Artificial Neural Networks. Article. Feb 2013; Proceedings of SPIE.
In this paper, a controller based on reinforcement learning and inverse compensation is designed for the tracking control of PEAs.
Aug 1, 2015 · The precise positional controls of piezoelectric actuators (PEA) are problematic due to highly-nonlinear hysteresis behavior which is ...
Missing: controlled utilizing
Nov 17, 2014 · This paper provides a review of recent advances on the control of piezoelectric actuators. After a brief introduction of basic components of typical ...
Aug 1, 2020 · This paper presents a deep analysis of different feed-forward (FF) techniques combined with two different proportional-integral-derivative (PID) control to ...
Missing: controlled elements utilizing
This paper reviews the modeling and control methods of PEAs in microand nanopositioning applications and some remaining issues to be solved.