Browse > Article

Nonlinear Modeling of Super-RENS System Using a Neural Networks  

Seo, Man-Jung (School of Electronic Engineering, Soongsil University)
Im, Sung-Bin (School of Electronic Engineering, Soongsil University)
Lee, Jae-Jin (School of Electronic Engineering, Soongsil University)
Publication Information
Journal of the Institute of Electronics Engineers of Korea TC / v.45, no.3, 2008 , pp. 53-60 More about this Journal
Abstract
Recently, various recording technologies are studied for optical data storage. After standardization of BD (Blue-ray Disc) and HD-DVD (High-Definition Digital Versatile Disc), the industry is looking for a suitable technology for next generation optical data storage. Super-RENS (Super-resolution near field structure) technique, which is capable of compatibility with other systems, is one of next optical data storage. In this paper, we analyze the nonlinearity of Super-RENS read-out signal through the bicoherence test, which uses HOS (Higher-Order Statistics) and apply neural networks for nonlinear modeling. The model structure considered in this paper is the NARX (Nonlinear AutoRegressive eXogenous) model. The experiment results indicate that the read-out signals have nonlinear characteristics. In addition, it verified the possibility that neural networks can be utilized for nonlinear modeling of Super-RENS systems.
Keywords
Super-RENS; neural network; bicoherence; nonlinearity; NARX;
Citations & Related Records
연도 인용수 순위
  • Reference
1 J. Tominaga, T. Nakano and N. Atoda, "An approach for recording and readout beyond the diffraction limit with an Sb thin film," Appl. Phys. Lett., vol. 73, no. 15, pp. 2078-2080, Oct. 1998   DOI   ScienceOn
2 T. Nakano, A. Sato, H. Fuji, J. Tominaga and N. Atoda, "Transmitted signal detection of optical disks with a superresolution near-field structure," Appl. Phys. Lett., vol. 75, no. 2, pp. 151-153, Jul. 1999   DOI
3 C. L. Nikias and A. P. Petropulu, Higher-Order Spectra Analysis; A Nonlinear Signal Processing Framework, Prentice Hall, Englewood Cliffs, NJ, 1993
4 J. Tominaga, H. Fuji, A. Sato, T. Nakano and N. Atoda, "The characteristics and potential of super resolution near-field structure," Japanese Journal of Applied Physics, vol. 39, part 1, no. 2B, pp. 957-961, Feb. 2000   DOI
5 T. Kikukawa, N. Fukuzawa and T. Kobayashi, "Properties of Super-Resolution Near-Field Structure with Platinum-Oxide Layer in Blu-ray Disc System," Japanese Journal of Applied Physics, vol. 44, part 1, no. 5B, pp. 3596-3597, May 2005   DOI
6 M. T. Hagan and M. Menhaj, "Training feed-forward networks with the Marquardt algorithm," IEEE Transactions on Neural Networks, vol. 5, no. 6, pp. 989-993, 1994   DOI   ScienceOn
7 박강호, 김영주, 박노철, 김수경, 곽금철, "근접장 광 정보저장 기술 동향," Optical Science and Technology, vol. 9, no. 2, pp. 12-21, Apr. 2005
8 D. P. Tsai and W. C. Lin, "Probing the near fields of the super-resolution near-field optical structure," Appl. Phys. Lett., vol. 77, no. 10, pp. 1413-1415, Sep. 2000   DOI   ScienceOn
9 B. Yuhas and N. Ausari, Neural networks in telecommunication, Kluwer Academic Publisher, 1994
10 김주호, 황인오, 김현기, 윤두섭, 박인식, "Optical Memory Disc Using Super-resolution Phenomenon of Super-RENS Technology," Optical Society of Korea Annual Meeting 2004, pp. 248-251, Feb. 2004
11 E. J. Powers and S. Im, "Introduction to Higher-Order Statistical Signal Processing and Its Applications," Higher-Order Statistical Signal Processing, edited by Boashash, Powers, and Zoubir, pp. 3-25, Wiley, 1995
12 J. B. Gomm, D. L. Yu and D. Williams, "A new model structure selection method for non-linear systems in neural modelling," UKACC International Conference on Control '96, vol. 2, no. 427, pp. 752-757, 1996
13 K. Kwak, S. Kim, C. Lee and K. Song, "New materials for super-resolution disc," SPIE Proceedings, vol. 6620, ODS2007 TuC5, 2007
14 Kao Chi-Chou, "Design of echo cancellation and noise elimination for speech enhancement," IEEE Transaction on Consumer Electronics, vol. 49, no. 4, pp. 1468-1473, Nov. 2003   DOI   ScienceOn
15 T. Kikukawa, T. Nakano, T. Shima and J. Tominaga, "Rigid bubble pit formation and huge signal enhancement in super-resolution near-field structure disk with platinum-oxide layer," Appl. Phys. Lett., vol. 81, no. 25, pp. 4697-4699, Dec. 2002   DOI   ScienceOn
16 H. Fuji, J. Tominaga, T. Nakano, N. Atoda, and H. Katayama, Technical Digest of the Joint International Symposium on Optical Memory and Optical Data Storage, pp. TuD29, Jul. 1999