ULTRASONIC MOTOR SERVO-DRIVE WITH ONLINE TRAINED NEURAL-NETWORK MODEL-FOLLOWING CONTROLLER

Citation
Fj. Lin et al., ULTRASONIC MOTOR SERVO-DRIVE WITH ONLINE TRAINED NEURAL-NETWORK MODEL-FOLLOWING CONTROLLER, IEE proceedings. Electric power applications, 145(2), 1998, pp. 105-110
Citations number
12
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
13502352
Volume
145
Issue
2
Year of publication
1998
Pages
105 - 110
Database
ISI
SICI code
1350-2352(1998)145:2<105:UMSWOT>2.0.ZU;2-R
Abstract
An ultrasonic motor (USM) servo-drive with an online trained neural-ne twork model-following controller is proposed. First, the driving circu it for the USM, which is a two-phase chopper-inverter combination, is introduced. Since the dynamic characteristics of the USM are difficult to obtain and the motor parameters are time varying, an online traine d neural-network model-following controller is proposed to control the rotor position of the USM. An accurate tracking response can be obtai ned by random initialisation of the weights and biases of the network owing to the powerful online learning capability. Moreover, the influe nces of parameter variations and external disturbances of the USM serv o-drive can be effectively reduced by the neural-network controller.