Title :
The neural decision feedback equalizer for the nonlinear digital magnetic recording systems
Author :
Cho, Jae-Hee ; You, Cheol-Woo ; Hong, Dae-Sik
Author_Institution :
Dept. of Electron. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
The increase of the capacity of the digital magnetic recording systems inevitably causes severe intersymbol interference (ISI) and nonlinear distortions in the magnetic channel. Thus to achieve large capacity magnetic recording systems it is necessary to compensate these problems. In order to cope with the severe ISI and nonlinear distortions a neural decision feedback equalizer (NDFE) is applied to the digital magnetic recording channel. In the performance comparison between the NDFE and the conventional decision feedback equalizer (DFE) via simulations, it is found that as nonlinear distortions increase the NDFE has a greater SNR (signal to noise ratio) advantage over the DFE
Keywords :
backpropagation; decision feedback equalisers; digital magnetic recording; intersymbol interference; multilayer perceptrons; ISI; NDFE; SNR; backpropagation algorithm; conventional decision feedback equalizer; intersymbol interference; large capacity magnetic recording systems; magnetic channel; multilayer perceptron; neural decision feedback equalizer; nonlinear digital magnetic recording systems; nonlinear distortions; performance comparison; signal to noise ratio; simulations; system capacity; Decision feedback equalizers; Digital magnetic recording; Intersymbol interference; Magnetic flux; Magnetic recording; Nonlinear distortion; Pulse shaping methods; Research and development; Saturation magnetization; Space vector pulse width modulation;
Conference_Titel :
Communications, 1996. ICC '96, Conference Record, Converging Technologies for Tomorrow's Applications. 1996 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
0-7803-3250-4
DOI :
10.1109/ICC.1996.542261