DocumentCode :
518679
Title :
Fourier-transform-based composite intelligent control for high-frequency-response voice coil motor
Author :
Dang, Xuanju ; Zeng, Silin ; Zhang, Lin
Author_Institution :
Comput. Sci. & Control Coll., Guilin Univ. of Electron. Technol., Guilin, China
Volume :
1
fYear :
2010
fDate :
27-29 March 2010
Firstpage :
56
Lastpage :
62
Abstract :
During to the non derivability for triangle wave reference trajectory, whose high-frequency harmonics will stimulate the resonant modes in the high-frequency voice coil motor (VCM), the traditional speed and acceleration feed forwards can not be achieved. In this paper, the triangle wave was Fourier transformed to get its Fourier series composed of several sine functions, which are high order differential. After derivation calculus to the sum function of the series, the first and second order derivatives of the sum function were obtained. By making the inverse Fourier transform to the derivatives of sum function, the first and second order differential of the triangle wave were obtained and the speed and acceleration feed forwards under triangle wave reference were achieved. In the feedback controller, an incomplete differential PID-like neural network controller was introduced and improved. The dynamic recurrent neural network (DRNN) was used to real-timely identify the system´s Jacobian information. The feedback controller was used to compensate the approximation error in the feedforward and suppress the high frequency harmonic components in order to stabilize the systems and eliminate the residual error. The simulation results show that the system is of small steady-state error and high positioning accuracy, and the system requirements are also met under high-frequency inputs.
Keywords :
Fourier series; Fourier transforms; Jacobian matrices; acceleration control; coils; differential equations; electric motors; feedback; frequency control; harmonics; neurocontrollers; recurrent neural nets; three-term control; velocity control; Fourier series; Fourier transform; Jacobian information; acceleration feedforward; composite intelligent control; dynamic recurrent neural network; feedback controller; high-frequency harmonics; incomplete differential PID-like neural network controller; inverse Fourier transform; sine functions; speed feedforward; triangle wave reference trajectory; voice coil motor; Acceleration; Adaptive control; Calculus; Coils; Feeds; Fourier series; Fourier transforms; Intelligent control; Neural networks; Resonance; Fourier transform; High-frequency response; PID-like neural network controller; Voice Coil Motor; incomplete differential; nonsmooth;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced Computer Control (ICACC), 2010 2nd International Conference on
Conference_Location :
Shenyang
Print_ISBN :
978-1-4244-5845-5
Type :
conf
DOI :
10.1109/ICACC.2010.5486781
Filename :
5486781
Link To Document :
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