Title :
Combination of nonlinear equalization and simple detection
Author :
Hangyu Cho ; Choongchae Woo ; Daesik Hong
Author_Institution :
Dept. Electr. & Electron. Eng., Yonsei Univ., Seoul, South Korea
Abstract :
Summary form only given. In the work of Sapthotharan K. Nair and J. Moon (IEEE Trans. Neural Nets., vol. 8, no. 5, pp. 1037-1048, 1997), the linear equalizer in PRML was replaced with a partial response neural equalizer (PRNEML) to combat nonlinear distortions, but overall complexities remained very high. Considering the RLL d=2 constraint, the Viterbi detector can be replaced with a simple discrete filter P(D/sup -1/) matched to target response P(D) (S. Gopalaswamy and R. Wood, Proc. SPIE vol. 3109, pp. 95-97, 1997). By using P(D)=1+D+D/sup 2/ as a target response, discrete matched filter P(D/sup -1/) has no multiplications. Another advantage of the discrete matched filter structure is that decision feedback can be incorporated into neural networks. Overall structure of the decision feedback neural equalizer with discrete matched filter (DFNE/DMF) is shown. An optical recording channel is considered here, but the proposed system can be also applied to nonlinear magneto-optical and magnetic recording channels.
Keywords :
decision feedback equalisers; magnetic recording; magnetic storage; magneto-optical recording; matched filters; neural nets; nonlinear distortion; optical storage; signal detection; PRML linear equalizer replacement; PRNEML; RLL constraint; Viterbi detector replacement; decision feedback neural equalizer; discrete matched filter; filter target response; magnetic recording channel; magneto-optical recording channel; neural network decision feedback incorporation; nonlinear distortions; nonlinear equalization; optical recording channel; partial response neural equalizer; Detectors; Equalizers; Matched filters; Moon; Neural networks; Neurofeedback; Nonlinear distortion; Optical feedback; Optical recording; Viterbi algorithm;
Conference_Titel :
Magnetics Conference, 2002. INTERMAG Europe 2002. Digest of Technical Papers. 2002 IEEE International
Conference_Location :
Amsterdam, The Netherlands
Print_ISBN :
0-7803-7365-0
DOI :
10.1109/INTMAG.2002.1001124