Linearization Identification Method for Hysteresis Model of Piezoceramics Based on Koopman Operators
Patent №
US 11,630,929
Granted
2023-04-18
Filed 2020
Owner
HARBIN INSTITUTE OF TECHNOLOGY
Lab
—
AI components
4
ml · vision · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
17079428
The disclosure provides a linearization identification method for a hysteresis model of piezoceramics based on Koopman operators, and belongs to the field of precision positioning. In order to solve the problem of hysteresis of a piezoelectric actuator in practical application, the disclosure further provides the linearization identification method for the hysteresis model of the piezoceramics based on Koopman operators. The method of the disclosure includes: Step I, building a structure of the hysteresis model of the piezoceramics; Step II, determining parameters of the hysteresis model of the piezoceramics; Step III, obtaining a great amount of simulation data by using simulation software; Step IV, performing deep learning training based on Koopman operators; and Step V, determining a linearization model for the hysteresis model of the piezoceramics based on Koopman operators. The disclosure is applicable to piezoelectric actuator control and precision positioning.
AI classification
Ownership
HARBIN INSTITUTE OF TECHNOLOGY
assignment · 541570990
Assignors
ZHAO, BO, QI, XUE, SHI, WEIJIA, TAN, JIUBIN
On an employer assignment, the assignors are typically the inventors.