RBF 네트워크를 이용한 비선형 채널 등화에 관한 연구

A study on nonlinear channel equalization using RBF network

  • 전선도 (광운대학교 전자통신공학과 신기술연구단) ;
  • 위진우 (광운대학교 전자통신공학과 신기술연구단) ;
  • 강철호 (광운대학교 전자통신공학과 신기술연구단)
  • 발행 : 1997.01.01

초록

Digital communication channels are imparied by linear effects such as dispersion, ISI(intersymbol Interference), fading phenomenon etc. But, the practical channel equalization system is required to design for compensating the nonlinear distortion caused by harmonic distortion etc. This paper is a study on the performance of nonlinear channel equalization using RBF(Radial Basis Funclion) network, which has the equivalent structure to the optimal Basian filter. Expecially, the variance of RBF network is modifiedby nonlinear polynomial filters to compare the convergence characteristic of nonlinear channel equalization. Experimental results show that the modified RBF network achieves the faster convergence property than conventional RBF network. Moreover, the RBF network ofhigher order variance modified represents the better performance than that of lower order variance in the bandpass channels and second/third order polynomial channels.

키워드

참고문헌

  1. Proc. IEEE v.73 no.9 Adaptive Equalization S. U. Qureshi
  2. Adaptive Signal Processing B.widrow;S. D. Stearns
  3. IEEE Trans. Inform. Theory v.IT-18 Maximum-likelihood Sequence Estimation of Digital Sequence in the Presence of Intersymbol Interference G. D. Forney, Jr.
  4. IBM J. Res. Develop. v.18 no.5 Channel Equalization Using a Kalman Filter for Fast Data Transmission D. N. Godard
  5. Digital Communication, (2nd edition) J.G.Proakis
  6. Adaptive Filter Theory, (2nd ed.) S. Haykin
  7. IEEE Transaction on Neural Network v.4 no.4 A Clustering Technique for Digital Communication Channel Equalization Using Radial Basis Function Network S. Chen;B. Mulgrew;Peter M. Grant
  8. Fiber-Optic Communication System Govind P. Agrawl
  9. Mobile Communications Engineering William C. Y. Lee
  10. IEEE SP Magazine Adaptive Polynomial Filters V. John Mathews
  11. IEEE Transaction on Circuit and System v.CAS-32 no.9 Adaptive Noise Cancellation for Class of Nonlinear, Dynamic Reference Channels John C. Stapleton;Steven C. Bass