Article ID: | iaor20072141 |
Country: | India |
Volume: | 27 |
Issue: | 3 |
Start Page Number: | 551 |
End Page Number: | 563 |
Publication Date: | Sep 2006 |
Journal: | Journal of Information & Optimization Sciences |
Authors: | Cheng Chin-Hsing, Cheng Po-Jen |
Keywords: | heuristics: genetic algorithms |
This paper presents Wavelet Neural Network constructed of general neural network employing the wavelet function as the activation function and genetic algorithm based instance and feature selection for setting the initial values of network's parameters to design spindle motor speed controller for DVD-ROM. With the advantages of global search abilities of genetic algorithm and the ability of multiresolution analysis of wavelet theory, the wavelet neural network with genetic algorithm has much faster convergence speed and can be used for controlling the high speed motor. A wavelet neural network controller with genetic algorithm used for controlling a three-phase, nine-slot, twelve-pole spindle motor of DVD-ROM drive has been designed. The experimental results demonstrated the feasibility and effectiveness of the proposed scheme.