Servo position control of ultrasonic motors using fuzzy neural network

被引:19
作者
Chau, KT [1 ]
Chung, SW [1 ]
机构
[1] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
关键词
D O I
10.1080/153250001300006644
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With their significant advantages over traditional electromagnetic motors, ultrasonic motors (USMs) are becoming attractive for mechatronic applications. Since USMs suffer from a lack of applicable mathematical model while their speed characteristics are heavily nonlinear and time varying, it used to be difficult to apply them for servo application. This paper presents a fuzzy ne ural network controller for servo position control of an USM. It combines both the knowledge-based fuzzy logic and the learning-incorporated neural network. As a result, it compensates the nonlinear behavior of the motor and optimizes its performance on-line. To further improve the motor performance, both of their control inputs, namely the driving frequency and phase difference of the 2-phase inverter waveforms, are employed. Experiments are then performed for various reference inputs. The results demonstrate superiority of the controller in terms of tracking and steady-state performance.
引用
收藏
页码:229 / 246
页数:18
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