지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
이용수
초록· 키워드
오류제보하기
The authors investigate the convergence speed problem of nonlinear adaptive equalization. Convergence constraints and time constant of radial basis function network using stochastic gradient (RBF-SG) algorithm is analyzed and a method of making time constant independent of hidden-node output power by using sample-by-sample node output power estimation is derived. The method for estimating the node power is to use a single-pole low-pass filter. It is shown by simulation that the proposed algorithm gives faster convergence and lower minimum MSE than the RBF-SG algorithm.
목차
ABSTRACT
Ⅰ. Introduction
Ⅱ. RBF-SG Algorithm
Ⅲ. The proposed algorithm using node-power estimation
Ⅳ. Simulation results
Ⅴ. Conclusions
References
저자소개
참고문헌 (12)
참고문헌 신청
S. Chen, G. J. Gibson, C. F. N. Cowan and P. M. Grant, "Adaptive equalization of finite nonlinear channels using multiplayer perceptrons," Signal Processing, vol. 20, pp. 107-119, 1990.
M. Peng, C. L. Nikias and J. G. Proakis, "Adaptive equalization with neural networks; new multiplayer perceptron structures and their evaluation," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Processing, vol. 2. 3] N. W. K. Lo and H. M. Hafez, "Neural
T. Kohonen, K. Ravio, O. Simula, O. Venta and L. Henriksson, "Combining linear equalization and self organizing adaptation in dynamic discrete-signal detection," in Proc. IEEE Int. Joint Conf. Neural Networks, vol. 1. pp. 223-228, 1990.
S. Chen, G. J. Gibson and P. M. Grant, "Reconstruction of binary signals using an adaptive radial basis function equalizer," Signal Processing, vol. 22, pp. 77-93, 1991.
S. Chen, C. F. N. Cowan and P. M. Grant, "Orthogonal least squares learning algorithm for radial basis function networks," IEEE Trans. Neural Networks, vol. 2, pp. 302-309, Mar. 1991.
M. Peng, C. L. Nikias and J. G. Proakis, "Adaptive equalization with neural networks; new multiplayer perceptron structures and their evaluation," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Processing, vol. 2. 3] N. W. K. Lo and H. M. Hafez, "Neural
T. Kohonen, K. Ravio, O. Simula, O. Venta and L. Henriksson, "Combining linear equalization and self organizing adaptation in dynamic discrete-signal detection," in Proc. IEEE Int. Joint Conf. Neural Networks, vol. 1. pp. 223-228, 1990.
S. Chen, G. J. Gibson and P. M. Grant, "Reconstruction of binary signals using an adaptive radial basis function equalizer," Signal Processing, vol. 22, pp. 77-93, 1991.
S. Chen, C. F. N. Cowan and P. M. Grant, "Orthogonal least squares learning algorithm for radial basis function networks," IEEE Trans. Neural Networks, vol. 2, pp. 302-309, Mar. 1991.
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Equalization of Nonlinear Satellite Communication Channels Using an On-Line Complex Radial Basis Function Network
ITC-CSCC :International Technical Conference on Circuits Systems, Computers and Communications
1996 .01
-
Complex Radial Basis Function Network을 이용한 비선형 디지털 위성 통신 채널의 등화 ( Equalization of Nonlinear Digital Satellite Communication Channels Using a Complex Radial Basis Function Network )
한국통신학회논문지
1996 .09
-
On-line Complex Radial Basis Function Network을 이용한 비선형 위성통신 채널의 등화 ( Equalization of Nonlinear Satellite Communication Channels Using an On-Line Complex Radial Basis Function Network )
대한전자공학회 학술대회
1996 .07
-
RBF 네트워크를 이용한 비선형 채널 등화에 관한 연구 ( A Study on Nonlinear Channel Equalization Using RBF Network )
한국통신학회논문지
1997 .01
-
Adaptive HF Channel Equalization Algorithm의 성능 비교 ( Comparisons of Adaptive HF Channel Equalization Algorithm )
대한전자공학회 학술대회
1988 .01
-
A New Hybrid Genetic Algorithm for Nonlinear Channel Blind Equalization
INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS
2004 .12
-
Equalization of Data Transmission through Nonlinear Channels
대한전자공학회 기타 간행물
1994 .01
-
Training Adaptive Equalization With Blind Algorithms
ITC-CSCC :International Technical Conference on Circuits Systems, Computers and Communications
2002 .07
-
Revised RBF network algorithm and its application to the interactive art system
제어로봇시스템학회 국제학술대회 논문집
2009 .08
-
An Identification Technique Based on Adaptive Radial Basis Function Network for an Electronic Odor Sensing System
센서학회지
2011 .01
-
가중치 함수를 갖는 Radial Basis Function Networks을 사용한 채널 등화 ( Channel Equalization Using Radial Basis Function Networks with Weighting Function )
대한전자공학회 학술대회
1997 .01
-
A New Convergence Analysis of the Least Mean Fourth Adaptive Algorithm
한국통신학회 학술대회논문집
2001 .11
-
Radial Basis 함수 회로망을 이용한 비선형 시스템 제어기의 설계에 관한 연구
제어로봇시스템학회 국내학술대회 논문집
1996 .10
-
디지털 자기기록 장치에서의 Radial Basis Function을 이용한 등화 기법
한국통신학회 학술대회논문집
1998 .11
-
디지털 통신 채널 등화를 위한 경쟁학습을 갖는 복소 radial basis function networks 결정 궤환 ( Complex Radial Basis Function Networks Decision Feedback with Competitive Learning for Digital Communication Channel Equalization )
대한전자공학회 학술대회
1998 .01
-
Nonlinear Blind Equalizer Using Hybrid Genetic Algorithm and RBF Networks
멀티미디어학회논문지
2006 .12
-
A Consideration on Faster Convergence and Higher Reliability of The New Blind Equalization Algorithm using The Minimum Entropy Method
ITC-CSCC :International Technical Conference on Circuits Systems, Computers and Communications
2002 .07
-
비선형 채널 등화기에 사용한 RBF네트워크에서 방사함수의 적응적인 분산에 관한 연구 ( A Atudy on Adaptive Variance of Radial Function in RBF Network for Nonlinear Channel Equalizer )
대한전자공학회 학술대회
1995 .01
이 논문의 저자 정보
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2009-567-014513903