Browse > Article

Improvement of Minimum MSE Performance in LMS-type Adaptive Equalizers Combined with Genetic Algorithm  

Kim, Nam-Yong (Dept. of Information & Communication Eng., SamCheok National University)
Publication Information
Abstract
In this paper the Individual tap - Least Mean Square(IT-LMS) algorithm is applied to the adaptive multipath channel equalization using hybrid-type Genetic Algorithm(GA) for achieving lower minimum Mean Squared Error(MSE). Owing to the global search performance of GA, LMS-type equalizers combined with it have shown preferable performance in both global and local search but those still have unsatisfying minimum MSE performance. In order to lower the minimum MSE we investigated excess MSE of IT-LMS algorithm and applied it to the hybrid GA equalizer. The high convergence rate and lower minimum MSE of the proposed system give us reason to expect that it will perform well in practical multi-path channel equalization systems.
Keywords
Multipath Channel; Equalizer; Minimum MSE; Genetic Algorithm;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Adaptive mean-square-error transversal equalizer /
[ M.J.Hawksford;N.Razaee ] / IEE Proc.
2 /
[ J.G.Proakis ] / Digital Communications
3 Recursive Adaptive Filter Design using an A daptive Genetic Algorithm /
[ D.M.Etter;M.J.Hicks;K.H.Cho ] / Proc. IEEE Int. Conf. on ASSP
4 Nonlinear Parameter Estimation via the Genetic Algorithm /
[ L.Yao;W.A.Sethares ] / IEEE Trans. on Signal Processing   DOI   ScienceOn
5 Maximum Likelihood Joint Channel and Data Estimation Using Genetic Algorithms /
[ S.Chen;Y.Wu ] / IEEE Trans. on Signal Processing   DOI   ScienceOn
6 /
[ B.Widrow ] / Adaptive Signal Processing
7 Adaptive Equalizers using GA and LMS type Algorithms /
[ Nam-Yong Kim;Hyung-Gi Gyun ] / IEEE International Symposium on Intelligent Signal Processing and Communication Systems
8 A Hybrid GA/SA Approach to Blind Deconvolution /
[ Yeb-Wei Chen;Tatsuro Enokura;Zensho Nakao ] / Proceedings of the 1998 Second International Conference of Knowledge-Based Intelligent Electronic Systems
9 GA-LMS Algorithm for Adaptive System Identification /
[ Sung-Hwan Han;Hyeon-Ho Kim;Young-Ki Han;Seo-Yong Park ] / Proceedings of the ICSPAT
10 Analysis of the excess MSE of the Individual Tap LMS(IT-LMS) equalizer /
[ Nam-Yong Kim;Young Jo Lee;Chang Eon Kang ] / The Journal of The Korean Institute of Communication Sciences   과학기술학회마을
11 Genetic Algorithms for Control and Signal Processing /
[ K.F.Man;K.S.Tang ] / Proceedings of the 23rd International Conference on Industrial Electronics, Control, and Instrumentation
12 Training Feedforward Neural Networks Using Genetic Algorithms /
[ D.J.Montana;L.Davis ] / Proc. Int. Joint Conf. Artificial Intelligence
13 Genetic Algorithms and their applications /
[ K.S.Tang;K.F.Man;S.Kwong;Q.He ] / IEEE Signal Processing Magazine
14 /
[ Z.Michalewicz ] / Genetic Algorithms + Data Strucpture's Evolution Program(3nd Ed.)
15 A Theoretical Analysis of the Non-Uniform Mutation Operator for the Modified Genetic Algorithm /
[ A.Neubauer ] / Proceedings of the 1997 IEEE International Intermag '97 Magnetics Conference