Based on Sliding Mode and Adaptive Linear Active Disturbance Rejection Control for a Magnetic Levitation System

Author:

Wu Ziwei12ORCID,Fan Kuangang123ORCID,Zhang Xuetao24,Li Weichao12

Affiliation:

1. School of Electrical Engineering and Automation, Jiangxi University of Science and Technology, Hongqi Street No. 86, Ganzhou 34100, China

2. Magnetic Suspension Technology Key Laboratory of Jiangxi Province, Jiangxi University of Science and Technology, Hongqi Street No. 86, Ganzhou 34100, China

3. Ganjiang Innovation Academy, Chinese Academy of Sciences, Academy of Sciences Street No. 1, Ganzhou 34100, China

4. School of Mechanical and Engineering, Jiangxi University of Science and Technology, Hongqi Street No. 86, Ganzhou 34100, China

Abstract

The magnetic levitation system has evident advantages in reducing energy consumption, but its nonlinear characteristics increase the difficulty of control. This study proposes a control method that combines the improved particle swarm optimisation algorithm with sliding mode control and adaptive linear active disturbance rejection control (IPSO–SMC–ALADRC) to address the problems of weak anti-interference ability and stability in the application of traditional control methods in single-point magnetic levitation ball systems. First, a mathematical model of a single-point magnetic levitation ball is established. Second, the proportional and differential coefficients of LADRC are adjusted using adaptive laws, and the adaptive LADRC is combined with SMC to achieve stable control of the magnetic levitation ball. Moreover, an improved particle swarm optimisation algorithm is proposed to address the considerable number of adjustable parameters in the controller. The convergence and stability of the control algorithm were demonstrated using the Lyapunov equation. Finally, PID and LADRC are introduced for simulation and experimental comparison to verify the effectiveness of this control method. Results indicate that IPSO–SMC–ALADRC has excellent stability and anti-interference performance. This study addresses the problem of weak stability and anti-interference performance in the application of traditional control methods in the maglev system and further promotes the application of active disturbance rejection control in the magnetic levitation system.

Funder

Jiangxi Provincial Department of Science and Technology

Publisher

Hindawi Limited

Subject

Electrical and Electronic Engineering,Instrumentation,Control and Systems Engineering

Reference38 articles.

1. Review of research on high temperature maglev;W. X. Liu;Cryogenics & Superconductivity,2020

2. Two degree of freedom magnetic levitation ball control based on sliding mode state observer;W. C. Wang;Engineering College of Qufu Normal University,2021

3. Design of a Reinforcement Learning PID controller

4. Fuzzy control of nonlinear electromagnetic suspension systems

5. ADRC algorithm for single-point suspension system;J. Yang;Journal of Ordnance Equipment Engineering,2020

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