Performance evaluation of neural equalizers for the DVD-ROM system

Author

Lee, Kyunggoo ; You, Cheolwoo ; Choi, Sooyong ; Ong, Sunghwan ; Hong, Daesik

Author_Institution

Dept. of Electr. Eng., Yonsei Univ., Seoul, South Korea

Volume

1

fYear

1998

fDate

4-8 May 1998

Firstpage

537

Abstract

This paper presents neural equalizers for the DVD-ROM system and compares them with a conventional linear LMS equalizer. The channel of a DVD-ROM is characterized as a modulation transfer function and is modeled more precisely by including transition jitter which has the characteristics of coloured noise and domain bloom which causes nonlinear ISI of the channel. Experimental results show that the neural equalizer with the structure of multilayer perceptron produces the strong nonlinear mapping capability thus has the best equalization performance in the presence of nonlinearity

Keywords

CD-ROMs; encoding; equalisers; multilayer perceptrons; optical transfer function; DVD-ROM system; coloured noise; domain bloom; modulation transfer function; multilayer perceptron; neural equalizers; nonlinear mapping; transition jitter; Additive noise; CD-ROMs; Colored noise; DVD; Equalizers; Jitter; Least squares approximation; Lenses; Modulation coding; Read only memory;

fLanguage

English

Publisher

ieee

Conference_Titel

Neural Networks Proceedings, 1998. IEEE World Congress on Computational Intelligence. The 1998 IEEE International Joint Conference on

Conference_Location

Anchorage, AK

ISSN

1098-7576

Print_ISBN

0-7803-4859-1

Type

conf

DOI

10.1109/IJCNN.1998.682324

Filename

682324